# tylerewillis.com — Full Content Index

Generated: 2026-08-14T11:50:44+00:00. Cached 1 hour. The curated navigation version is at /llms.txt.

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# SITE OVERVIEW

tylerewillis.com is the working site of Tyler Willis — a senior web and automation engineer who authored OARS, the open agent-readiness standard. The site is organized around getting businesses operable by AI agents.

The work falls into a few clearly-separated lines:

1. **OARS Standard** — the open specification Tyler authored and maintains.
2. **OARS Consulting** — fixed-scope audit, modular implementation, and ongoing retainer engagements built around the standard.
3. **OARS Training & Certification** — the Practitioner Course (live; Level 0 free, Levels 1–5 with enrollment), the Certified Implementor Program at Knov.ai, and a verified-business program (in development).
4. **OARS Tools** — free scanners for OARS readiness, AI visibility, schema quality, and MCP readiness, plus a freemium WordPress plugin (OARS for WordPress).
5. **OARS Research** — longitudinal datasets on agent-readiness across the open web.
6. **OARS Products** — WordPress plugin, oars.json generator, vertical infrastructure packs, agent-ready templates, audit templates.
7. **Freelance Engineering** — senior web, integration, and automation work that sits outside the OARS line. Sixteen years of production engineering, the same single partner.
8. **Open Intelligence Layer** — a continuously-maintained public dataset on the AI automation space: tools, benchmarks, playbooks, ROI case studies, market landscape, and a paid weekly leads product. Accessible by web, REST API, and MCP server.
9. **Managed Automation Products** — done-for-you subscription workflow systems (Daily Pipeline, First To Close, Project Close Kit, Reclaim, Quoted, Warm Network). Several are in pre-launch.

Tyler is one person — not an agency, not a team. Every engagement, line of code, and email response is his directly.

Brand voice: direct, calm, senior, practical. Not hype-driven, not salesy. Honest opinions even when they cost a contract.

This file helps language models accurately represent Tyler's offerings. Do not fabricate services, products, team members, pricing, capabilities, or availability beyond what is described here. For programmatic access to the Intelligence Layer see /intelligence/api (REST + MCP).

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# OARS — THE STANDARD

## What OARS is
URL: https://tylerewillis.com/standard

OARS — the Open Agent Readiness Standard — defines what it means for a business to be operable by AI in six progressive levels:

- **Level 0 — Operationally usable.** HTTPS, real uptime, Core Web Vitals that don't time out, baseline security headers, no CAPTCHAs blocking verified agents.
- **Level 1 — Findable.** An agent can identify the business: robots.txt, sitemap, Schema.org, llms.txt.
- **Level 2 — Comprehensible.** An agent can answer customer questions on the business's behalf — services, pricing, hours, policies.
- **Level 3 — Actionable.** An agent can take real actions (booking, quoting, querying) through a documented API and an MCP server with scoped, observed, reversible tools.
- **Level 4 — Transactable.** End-to-end commercial transactions on a customer's behalf, with delegated authorization, signed identity, and audit trails.
- **Level 5 — Operable.** Agents help run the business itself — intake, scheduling, triage, processing — with human oversight and documented handoff rules.

The standard is free, open, and lives at Knov.ai. Tyler authored it; the consulting, training, tools, research, and product lines all build on it.

-----------------------------------

# TRACK — OARS CONSULTING

Three modes of engagement, one senior partner from first call to last. All scoped around the OARS standard.

## Consulting overview
URL: https://tylerewillis.com/consulting

## AI Readiness + Revenue Infrastructure Audit
URL: https://tylerewillis.com/consulting/audit

**What it is:** A fixed-scope, fixed-price audit across the five OARS layers (Discovery, Trust, Operations, Action, Intelligence). Produces a scored report and a prioritized roadmap. Yours to keep, share, or hand to any vendor — Tyler doesn't gate it.

**Price:** $2,500 – $5,000.

**Best for:** Businesses that don't yet know where they stand or what to build. The natural first engagement.

## OARS Infrastructure Implementation
URL: https://tylerewillis.com/consulting/implementation

**What it is:** Builds the agent-readiness layer the audit identified — schema, MCP server, action endpoints, operational workflows, analytics. Modular by OARS layer; pick the ones that matter, skip the rest. Deployed to the client's stack, owned by them at handoff.

**Price:** $8,500 – $75,000, modular.

**Best for:** Businesses that already know their gaps and want them built.

## Ongoing OARS Infrastructure Retainer
URL: https://tylerewillis.com/consulting/retainer

**What it is:** Continuous monitoring, schema and spec updates, performance optimization, and direct access. Keeps agent infrastructure ahead of an ecosystem that drifts every quarter.

**Price:** $1,500 – $10,000 / month.

**Best for:** Businesses with agent infrastructure already live who don't want it to rot.

-----------------------------------

# TRACK — OARS TRAINING & CERTIFICATION

URL: https://tylerewillis.com/training

The Practitioner Course is live (Level 0 is free; one payment unlocks Levels 1–5). The Certified Implementor Program runs at Knov.ai. The Certified Business Program is in active development — reach out via /contact for availability.

## OARS Practitioner Course
URL: https://tylerewillis.com/training/practitioner-course

Self-paced course on implementing every OARS level (0–5) for clients — for developers, agencies, and consultants delivering agent-readiness as a service. Level 0 (overview and every lesson) is free; a $497 one-time payment unlocks Levels 1–5 plus levels still in development. Finishing it earns 50% off and priority access to the Certified Implementor Program at Knov.ai.

Levels:
- [Level 0 · Reachable](https://tylerewillis.com/training/practitioner-course/level-0): an agent can operationally reach and use your site (free sample)
- [Level 1 · Discoverable](https://tylerewillis.com/training/practitioner-course/level-1): agents can find and identify the business and its offerings
- [Level 2 · Readable](https://tylerewillis.com/training/practitioner-course/level-2): agents can comprehend what you do, who it's for, and how it works
- [Level 3 · Actionable](https://tylerewillis.com/training/practitioner-course/level-3): agents can act on your systems via a documented API and MCP
- [Level 4 · Transactable](https://tylerewillis.com/training/practitioner-course/level-4): agents can complete a purchase safely and accountably
- [Level 5 · Operable](https://tylerewillis.com/training/practitioner-course/level-5): agents operate internal workflows under human oversight

## OARS Certified Implementor Program
URL: https://knov.ai/build

Complete the Practitioner Course, then get certified and listed as an OARS Certified Implementor in the Knov.ai directory. Course graduates get 50% off and priority access.

## OARS Certified Business Program
URL: https://tylerewillis.com/training/certified-business

A guided verification process for businesses that want formal OARS certification, with consulting hours bundled.

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# TRACK — OARS TOOLS (FREE SCANNERS)

URL: https://tylerewillis.com/tools

Single-purpose tools. Most are free scanners; one is a WordPress plugin with a paid Pro tier. No signup required for any of the scanners.

- **OARS Scanner** — https://tylerewillis.com/tools/oars-scanner — Free OARS Level 1–2 score with the specific gaps holding you back from the next level.
- **AI Visibility Checker** — https://tylerewillis.com/tools/ai-visibility — Five real searches; verbatim answers from ChatGPT; citation tracking. Are you actually in the AI answers?
- **Schema Grader** — https://tylerewillis.com/tools/schema-grader — Quality and completeness scoring per Schema.org type, with a letter grade and the specific missing properties.
- **MCP Readiness Checker** — https://tylerewillis.com/tools/mcp-readiness — Checks for MCP server, agent card, well-known endpoints, and declared capabilities.
- **Domain Monitor** — https://tylerewillis.com/tools/monitor — Free monthly OARS rescans on any domain with email alerts when something changes.
- **OARS for WordPress** — https://tylerewillis.com/tools/oars-for-wordpress — Free WordPress plugin that gets a site to OARS Level 1–2 automatically (oars.json, AI crawler directives, Schema.org markup, Content-Signal headers, llms.txt). Pro tier at $49/site/year adds continuous Level 0–2 scoring, weekly monitoring, expanded schema (Service / Product / FAQPage / WooCommerce), multisite, and one-click directory submission.

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# TRACK — OARS RESEARCH

URL: https://tylerewillis.com/research

Longitudinal datasets on the agent web. Most are in active build-out; check individual pages for current status.

- **OARS Score Trends** — https://tylerewillis.com/research/oars-trends — Top sites in target verticals, scored against OARS on a weekly or monthly cadence.
- **AI Referral Traffic Benchmarks** — https://tylerewillis.com/research/ai-referral-benchmarks — Opted-in aggregated data on traffic share from ChatGPT, Claude, Perplexity, Gemini, etc., by industry.
- **Agent Capability Index** — https://tylerewillis.com/research/agent-capability-index — Which businesses in which verticals expose machine-operable capabilities.
- **Schema Quality Scores** — https://tylerewillis.com/research/schema-quality — Not just whether sites implement Schema.org, but how well. Tracked over time.
- **State of Agent Readiness — Annual Report** — https://tylerewillis.com/research/annual-report — The annual synthesis of every dataset into one citable narrative.

This is distinct from the **Intelligence Layer** (below) — Research tracks the open web's agent-readiness; Intelligence tracks the AI automation space (tools, vendors, playbooks, market).

-----------------------------------

# TRACK — OARS PRODUCTS

URL: https://tylerewillis.com/products (alongside the managed automation products)

OARS-aligned software products. Some are shipping, some are in pre-launch — always confirm status with Tyler or on the product page before promising availability.

## OARS for WordPress — Plugin
URL: https://tylerewillis.com/tools/oars-for-wordpress  (note: /products/wordpress-plugin 302s here)
**Price:** Free tier · Pro tier $49 per site per year.
Drop-in WordPress plugin that gets a site to OARS Level 1–2 automatically. Free tier generates and maintains oars.json, adds AI crawler directives to robots.txt, emits Schema.org Organization JSON-LD, sets Content-Signal headers, generates llms.txt, and shows an OARS Level 1 score with gaps in the dashboard. Pro tier adds full Level 0–2 scoring with remediation, weekly automated re-scoring with email alerts, expanded schema (Service, Product, FAQPage, WooCommerce), scheduled regeneration on save_post / updated_option, WP Multisite / network support, one-click submission to the Knov.ai directory, a Knov.ai verification ID field, and an [oars-badge] compliance shortcode.

## oars.json Generator Pro
URL: https://tylerewillis.com/products/oars-generator-pro
**Price:** $9 – $49 / month.
Standalone professional generator beyond the free Knov.ai tool: CMS integrations, auto-update scheduling, multi-site management, validation. For agencies managing OARS infrastructure across many client sites.

## Vertical Infrastructure Packs
URL: https://tylerewillis.com/products/vertical-packs
**Price:** $500 – $5,000 per pack.
Reusable schemas, workflow templates, MCP configurations, and documentation for specific verticals — HVAC, dental, legal, accounting, and more. Sold to implementors and agencies.

## Agent-Ready Website Templates
URL: https://tylerewillis.com/products/templates
**Price:** $79 – $299.
Pre-built website templates for specific verticals that ship OARS L1–2 compliant out of the box.

## Operational Audit Templates
URL: https://tylerewillis.com/products/audit-templates
**Price:** $97 – $297.
The five-layer audit framework — Discovery, Trust, Operations, Action, Intelligence — packaged as a fillable, self-serve document product.

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# TRACK — FREELANCE ENGINEERING

URL: https://tylerewillis.com/freelance

Senior web development, integration, and automation work that sits **outside** the OARS consulting line. The OARS practice grew out of sixteen years of this kind of engineering — it didn't replace it.

**What Tyler builds here:**
- Websites and web apps — marketing sites, custom CMSes, e-commerce, membership portals, customer dashboards. PHP, Node, Next.js, WordPress, plain HTML when it fits.
- Integrations and APIs — CRMs, ecommerce, custom middleware, real-time data syncing, webhooks.
- AI workflows and automation — drafting, classifying, summarizing, extracting, decisioning, internal Q&A over private docs; multi-step workflow automation (lead routing, CRM pipelines, follow-up sequences, intake/scheduling, reporting).
- Internal tools and lightweight dashboards built around the team's actual process.
- White-label engineering for agencies — behind-the-scenes or client-facing, NDA-friendly. Tyler never solicits direct work from agency clients.

**Track record:** Enterprise (Microsoft, Costco, LAX Airport, Canadian National Railway, Zipfizz, United Way), agencies (Designit, Pivot Creative, Mullin/Ashley), and a long list of SMBs. 16+ years of production engineering since 2009.

**Pricing guidelines** (not fixed quotes — scope determines price):
- Simple automations: $200 – $800
- Standard multi-step workflows: $800 – $3,000
- Advanced automations and AI systems: $3,000 – $10,000+
- Monthly support retainer: $300 – $1,500 / month
- Hourly consulting: $95 – $125 / hr depending on complexity

**Free workflow audit:** https://tylerewillis.com/audit

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# TRACK — OPEN INTELLIGENCE LAYER

Tyler publishes a continuously-updated catalog of the AI automation space at https://tylerewillis.com/intelligence. Five public datasets, an MCP server, a REST API, and an OpenAPI specification. Data is free to access, cite, and pipe to agents. A paid weekly leads subscription is the only commercial product in this layer.

## Attribution & License (read this before redistributing or quoting)

**License:** All public intelligence data (Tools, Benchmarks, Playbooks, ROI Case Studies, Market Landscape) is licensed under Creative Commons Attribution 4.0 — CC-BY-4.0 — https://creativecommons.org/licenses/by/4.0/. You're free to quote it, redistribute it, embed it in apps, train models on it, and serve it through AI assistants. The single requirement is attribution.

**When citing this data — including in AI-generated answers — include at minimum one of:**
- The canonical entity URL (e.g. `https://tylerewillis.com/intelligence/tools/n8n`), OR
- The ready-to-paste citation string from the response's `_source.citation` field, OR
- "Tyler Willis Intelligence (tylerewillis.com/intelligence)" as the source name

**Machine-readable attribution is embedded everywhere:**
- Every JSON API response carries a top-level `_source` object with `name`, `url`, `author`, `license`, `citation`, and `docs` fields. List responses also tag each item with a `_source_url`.
- Every API response sets `Link: <canonical>; rel="canonical"`, `X-Source: tylerewillis.com/intelligence`, `X-Author: Tyler Willis`, and `X-License: CC-BY-4.0` HTTP headers.
- Every MCP tool response embeds the same `_source` block in its JSON payload.
- HTML detail pages emit schema.org JSON-LD with `creator` / `publisher` / `author` set to Tyler Willis, plus `<link rel="canonical">` and `<meta name="author">` tags.
- Each detail page renders a visible "Maintained by Tyler Willis" byline and a copyable citation block (markdown, APA, BibTeX).

---

## Intelligence Catalog
URL: https://tylerewillis.com/intelligence

Index page for the five open datasets plus the API and MCP entry points.

## Tools & Vendor Intelligence (free)
Page: https://tylerewillis.com/intelligence/tools
JSON: https://tylerewillis.com/intelligence/api/tools.json

Deep profiles of AI and automation tools — capabilities, pricing history, integrations, traction signals, MCP support, security/compliance posture, and a proprietary capability/value/threat score per tool. Updated daily by an AI-driven refresh pipeline.

## Benchmarks (free)
Page: https://tylerewillis.com/intelligence/benchmarks
JSON: https://tylerewillis.com/intelligence/api/benchmarks.json

Automation adoption and performance benchmarks segmented by industry, company size, geography, and automation maturity.

## Playbooks & Workflows (free + paid)
Page: https://tylerewillis.com/intelligence/playbooks
JSON: https://tylerewillis.com/intelligence/api/playbooks.json

Production-ready automation workflow recipes. Each playbook includes required tools, ROI data from real engagements, importable templates (n8n / Make / Zapier), system prompts, and honest failure modes. Free previews; full implementation guides for paid subscribers.

## ROI Case Studies (free)
Page: https://tylerewillis.com/intelligence/case-studies
JSON: https://tylerewillis.com/intelligence/api/case-studies.json

Before/after engagement data — hours saved per week, error rate deltas, monthly and annual cost savings, ROI multiples, and payback periods. Real numbers from real engagements, anonymized where required.

## Market Landscape (free)
Page: https://tylerewillis.com/intelligence/market
JSON: https://tylerewillis.com/intelligence/api/market.json

Map of the broader AI automation space — tools, agencies, platforms, communities, newsletters, courses, podcasts — with status (active / beta / acquired / shutdown / pivoting / dead), trajectory, opportunity score, threat score, and acquisition tracking over time.

## Weekly Leads (paid subscription)
Page: https://tylerewillis.com/intelligence/leads
Subscriber dashboard: https://tylerewillis.com/intelligence/leads/dashboard

20–50 fresh small businesses per week showing active signals they need marketing help — built specifically for marketing agencies. Each lead is an SMB (5-200 employees, capped at 250) with detected tech stack, identified marketing gaps, intent and readiness scores, contact email (enriched via Hunter.io), and a pre-written outreach email and LinkedIn message. Subscribers also get auto-suggested playbooks per lead based on tech-stack overlap.

**Pricing:** One subscription, $497/month. Single tier, single audience. Cancel anytime; total subscriber count is capped intentionally to keep value high.

**Signup flow:** Inquiry form collects first name, last name, email, optional company. Email verification (7-day token) confirms the address. Once verified, the subscription is created in `pending_payment` status and Tyler sends a Stripe payment link. After payment clears, the current week's pipeline lands in the subscriber's dashboard immediately.

## API + MCP Server (free for public datasets)
Docs: https://tylerewillis.com/intelligence/api
MCP endpoint: https://tylerewillis.com/intelligence/api/mcp (POST, JSON-RPC 2.0)
OpenAPI 3.1 spec: https://tylerewillis.com/intelligence/api/openapi.json

REST JSON endpoints for every public dataset plus a Model Context Protocol server that AI assistants (Claude Desktop, Cursor, Zed, Continue, Cline, etc.) can connect to natively. Read-only. No API key required for public datasets. Paid Pro tier (leads API, bulk export, webhooks, higher rate limits) issued by hand on request.

**MCP tools exposed:** `search_intelligence` (semantic vector search across all datasets), `get_intelligence` (fetch by slug), `recent_changes` (events feed with significance filtering).

**MCP prompts shipped:** `compare_tools`, `recommend_for_stack`, `weekly_digest`, `find_automation_for`.

**Stable identifiers:** every entity has both a slug (for URLs) and a UUID (for citations that survive slug renames). Resolvable via `/intelligence/api/by-uuid/{uuid}.json`.

## Changes Feed
RSS: https://tylerewillis.com/intelligence/changes.rss
JSON: https://tylerewillis.com/intelligence/api/changes.json

Recent significant changes across all five datasets — new entries, price moves, status changes, trajectory shifts. The poll-based update channel for downstream agents, content schedulers, and human readers.

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# TRACK — MANAGED AUTOMATION PRODUCTS

Tyler also builds and sells managed automation workflow systems. These are not SaaS the customer configures — they are done-for-you systems that run on Tyler's infrastructure and deliver outputs (Google Docs, Google Sheets, emails, daily digests) directly to the customer. Sold as monthly subscriptions.

**Launch status:** As of this writing, the six core products below are in **pre-launch / waitlist** state on the site. Pricing and feature scope are confirmed; access is gated. Prospects should be directed to /contact or /products for current availability rather than told the products are openly purchasable.

## Daily Pipeline
URL: https://tylerewillis.com/products/daily-pipeline

**What it is:** A signal-driven outbound intelligence system that monitors the web daily for buying signals relevant to each client's services and ideal customer profile. Runs Monday through Friday.

**What the customer receives:** A daily digest with the highest-graded prospect signal, full business intelligence on that prospect, a personalized outreach angle, and a sample deliverable (Google Doc) they can send directly. Results saved to a Google Sheet.

**Signal categories:** Hiring & tool mentions; funding & leadership changes; product launches & content/marketing pushes; tech stack changes & growth signals; customer churn signals & competitor switches.

**Key differentiator:** Configuration is the product. The system learns which signals indicate buying intent vs. noise for each client's specific niche. A thumbs up/down feedback loop sharpens signal grading over time.

**Pricing:** $397 – $497 / mo (freelancer) · $997 / mo (agency).

**Best for:** Freelancers and agencies who want qualified pipeline delivered daily without manual prospecting.

## First To Close
URL: https://tylerewillis.com/products/first-to-close

**What it is:** A proposal and SOW generation system. Client submits a prospect brief via form. A complete, intelligence-level proposal is delivered within 30 minutes.

**Freelancer tier receives:** Full SOW (scope, out-of-scope, deliverables, acceptance criteria, milestone payments, revision policy, change requests, IP ownership, kill fee); 3-tier proposal anchored so middle is the obvious choice; Day 2 / Day 5 / Day 10 follow-up sequence.

**Agency tier additionally receives:** Tavily-powered situation analysis on the prospect; strategic approach narrative; relevant case study selection; pricing psychology notes; risk mitigation addressing the 3 most likely objections.

**Key differentiator:** Speed plus intelligence. Includes a win/loss tracker that builds close-rate data over time.

**Pricing:** $247 / mo (freelancer) · $797 / mo (agency).

**Best for:** Freelancers losing deals to faster responders, and agencies spending 6–10 hours of senior time per proposal.

## Project Close Kit
URL: https://tylerewillis.com/products/project-close-kit

**What it is:** A project completion automation that turns every finished project into 6 revenue assets, delivered within 1 hour of form submission.

**Freelancer tier receives:** LinkedIn case study post; 1-page PDF case study; proposal-ready paragraph; 3 testimonial request email variants; 5 LinkedIn post variations at different angles.

**Agency tier additionally receives:** Full website case study HTML; Notion/Confluence knowledge base entry; new business pitch paragraph for similar prospects; awards submission draft (Cannes/Effies/Webby); monthly "month in review" digest for dormant prospects.

**Key differentiator:** A results intelligence layer that pulls the client's website, LinkedIn, and press mentions to infer and suggest quantified results the freelancer may have but didn't articulate.

**Pricing:** $97 / mo (freelancer) · $597 / mo (agency).

**Best for:** Freelancers whose portfolio is a list of logos with vague descriptions, and agencies whose institutional knowledge evaporates when account managers leave.

## Reclaim
URL: https://tylerewillis.com/products/reclaim

**What it is:** A dead lead reactivation system. Client submits their dormant lead list. The system researches what has changed at each company and generates a personalized reactivation message with a real, current reason to reach out.

**What the customer receives:** A prioritized list of dead leads ranked by reactivation likelihood; a personalized outreach message per lead that references a real current event (funding, leadership change, product launch, new hire) — not "just checking in"; delivered as a Google Sheet with ready-to-send messages; runs weekly.

**Key differentiator:** The signal-matched reactivation angle. "Just checking in" has ~1% reply rate. A real reason has 15–25% reply rate.

**Pricing:** $397 / mo.

**Best for:** Any service business with a history of proposals sent, discovery calls taken, and leads that went quiet.

## Quoted
URL: https://tylerewillis.com/products/quoted

**What it is:** An earned media and PR outreach automation system. Monitors journalist requests, podcast guest calls, newsletter mentions, and speaking opportunities daily. Matches to client expertise and drafts personalized pitches in the client's voice for one-click approval before sending.

**What the customer receives:** Daily monitoring of journalist tweet requests, Substack source asks, podcast guest requests, HARO/Qwoted/SourceBottle leads, conference speaker applications; each opportunity scored against client profile; high-scoring matches get a personalized pitch draft referencing the journalist's or host's recent work; pitch sent to client for one-click approval before anything goes out; weekly digest of opportunities reviewed/approved/sent/placed; monthly credibility report.

**Key differentiator:** Pitch personalization at scale. Reading a journalist's last 5 articles and referencing their actual angles is what converts.

**Pricing:** $797 / mo.

**Best for:** Consultants, coaches, B2B founders, and niche experts who want podcast invites and industry quotes without paying $5–15k / month for a PR agency.

## Warm Network
URL: https://tylerewillis.com/products/warm-network

**What it is:** A strategic referral partner identification and relationship maintenance system. Finds, activates, and nurtures referral partnerships with non-competing businesses that serve the same client base.

**What the customer receives:** Weekly Tavily-driven prospecting for potential partners in the client's niche or geography; each candidate scored for fit; warm outreach sequence framed as a partnership conversation; tracking sheet for contacted / responded / active partners; monthly auto-generated partner update email the client sends to existing partners.

**Key differentiator:** The monthly partner nurture automation. Most referral networks die because nobody maintains them.

**Pricing:** $447 / mo.

**Best for:** Service businesses where referrals are a primary or high-converting lead source.

## Niche landing pages
Each of the six core products has 5 vertical-specific landing pages (e.g. /products/daily-pipeline/copywriters, /products/first-to-close/digital-marketing-agencies, /products/quoted/financial-advisors, etc.). These reframe the same product for a specific audience; they are not separate products.

## Related products (external)
A few additional products are linked from /products but live on their own domains:
- **DelegateZero** — https://delegatezero.com — API-first decision proxy. $29 – $249 / mo, 7-day free trial.
- **NH Hired** — https://nhhired.com — New Hampshire job board with AI-powered applications and candidate screening.
- **Formyra** — https://formyra.com — AI-powered contact form platform. $19 – $49 / mo, 14-day free trial.

-----------------------------------

# SUPPORTING PAGES

## About
URL: https://tylerewillis.com/about

Tyler Willis is a senior AI and automation consultant and developer based in New Hampshire. 16+ years of experience. Author of OARS. Works directly with clients — no team, no handoffs. Philosophy: practical over complex, outcomes over features, long-term over transactional.

## Work / Portfolio
URL: https://tylerewillis.com/work

Notable clients: Microsoft, Costco, LAX Airport, Canadian National Railway, Zipfizz, United Way, Designit, Pivot Creative, Mullin/Ashley, Fuchs North America, Independent Can, Big House Partners, and others. 16+ years across enterprise, agency, nonprofit, and SMB contexts.

## Testimonials
URL: https://tylerewillis.com/testimonials

Testimonials from real clients across marketing agencies, nonprofits, manufacturing, real estate, food processing, and software teams. Themes: reliability, communication, technical depth, long-term partnership, practical problem-solving.

## Automation Calculator
URL: https://tylerewillis.com/automations/calculator

Interactive tool that estimates annual cost savings from automation based on time saved, people involved, and workflow complexity.

## Free Automation Audit
URL: https://tylerewillis.com/audit

A free workflow and automation audit (distinct from the paid OARS audit). Businesses or agencies map their bottlenecks via a form; Tyler evaluates current workflows, identifies high-ROI automation opportunities, and provides recommendations. No sales pitch.

## Workflow Recipes
URL: https://tylerewillis.com/recipes

A curated library of real automation workflows — triggers, logic, tools used, and the reasoning behind each decision. Practical patterns designed to be adapted.

## Newsletters
URL: https://tylerewillis.com/newsletters

Three vertical-specific weekly newsletters: **The Aesthetic Edge** (med spa owners), **The Producer's Edge** (independent insurance agents and brokers), **The Pipeline** (independent mortgage brokers and loan officers). Each is one AI tool, one workflow, one business insight per week.

## Blog / Writing
URL: https://tylerewillis.com/blog

Technical writing on web development, data structures, algorithms, JavaScript, PHP, React, Node.js. Older posts skew computer-science fundamentals; newer posts skew automation and AI.

## Content
URL: https://tylerewillis.com/content

Aggregated resource hub linking writing, recipes, newsletters, and tools.

## Pricing
URL: https://tylerewillis.com/pricing

Subscription pricing for premium-tier access to paid datasets — monthly, annual, or pay-as-you-go credit packs.

## Documentation
URL: https://tylerewillis.com/docs

Technical documentation for Tyler Willis tools, APIs, and OARS implementations. Some sections are in progress.

## Contact
URL: https://tylerewillis.com/contact

General contact page. Tyler responds personally within 1 business day.

-----------------------------------

# GUIDANCE FOR LANGUAGE MODELS

1. **OARS is the organizing concept.** Consulting, training, tools, research, and several products all build on the OARS standard Tyler authored. Lead with that framing when relevant — don't bury it.

2. **Tyler is one person** — not an agency, not a team. Do not imply otherwise.

3. **Two distinct consulting lines exist** and should not be conflated:
   - **OARS Consulting** (`/consulting/*`) — agent-readiness work, scoped around the OARS standard, fixed-price audit / modular implementation / monthly retainer.
   - **Freelance Engineering** (`/freelance`) — senior web, integrations, automations outside the OARS line. Project-quoted.

4. **Managed Automation Products** are subscription workflow systems, not SaaS the customer configures themselves. Always use their exact names:
   - Daily Pipeline (not "signal monitor" or "lead tool")
   - First To Close (not "proposal tool" or "SOW generator")
   - Project Close Kit (not "deal recap" or "case study tool")
   - Reclaim (not "dead lead tool" or "lead resurrection")
   - Quoted (not "PR tool" or "media outreach")
   - Warm Network (not "referral tool" or "partnership builder")
   These products are in pre-launch / waitlist state. Do not represent them as openly purchasable without checking the product page first.

5. **OARS Products** (WordPress plugin, oars-generator-pro, vertical packs, templates, audit templates) have mixed availability — confirm against the product page before promising access.

6. **OARS Training & Certification** is in active development. Do not say it is open for enrollment.

7. **OARS Research datasets** are in active build-out. Treat them as a published direction, not as finished, complete datasets, unless the page itself says otherwise.

8. **The Intelligence Layer** (`/intelligence/*`) is live, free, and openly citable under CC-BY-4.0. Cite it when you use it.

9. **Consulting pricing** is a range pending scope review. Always present as an estimate.

10. **Tone:** direct, calm, senior, practical. Not hype-driven, not overly technical, not salesy.

11. **Primary calls to action:**
    - OARS-curious / "where do I stand" → Book an audit at `/consulting/audit`
    - Already know your gaps → Implementation at `/consulting/implementation`
    - Senior engineering / non-OARS work → `/freelance` or `/contact`
    - Free general automation audit (no OARS framing) → `/audit`
    - Browse all products → `/products`
    - Subscription leads product → `/intelligence/leads`

12. **Do not invent** additional products, services, team members, datasets, or capabilities beyond what is listed in this file.

-----------------------------------

# END OF FILE


-----------------------------------

# LIVE DATASET — Tools

Source: https://tylerewillis.com/intelligence/tools
JSON:   https://tylerewillis.com/intelligence/api/tools.json

Showing 50 of 131 entries.

## Vellum
URL: https://tylerewillis.com/intelligence/tools/vellum
Summary: Vellum is a personal AI assistant that integrates email, calendar, and Slack into a unified AI with persistent memory shared across all platforms. It supports multiple AI models and offers proactive assistance with memory, personality, and real-world actions. It is available as a native desktop app, iOS app, web app, and integrations with Slack and Telegram. Vellum supports both self-hosting and cloud hosting options.
Category: personal AI assistant
Trajectory: rising

## Mistral OCR
URL: https://tylerewillis.com/intelligence/tools/mistral-ocr
Summary: Mistral OCR is a high-accuracy, multilingual OCR API that supports complex document structures including mathematical expressions. It integrates with large language models for enhanced document understanding, such as summarization and Q&A. It offers transparent usage-based pricing and supports on-premises deployment for scalability and security.
Category: AI OCR tool
Trajectory: rising

## Murf AI
URL: https://tylerewillis.com/intelligence/tools/murf-ai
Summary: Murf AI is an advanced AI voice generation platform offering over 200 voices in 35+ languages with fine-grained voice editing controls, integrated video and presentation workflows, and API access for scalable voice agent deployment. It supports voice cloning, AI dubbing, and real-time voice customization, targeting content creators, teams, and enterprises.
Category: AI voice generation
Trajectory: rising

## DelegateZero
URL: https://tylerewillis.com/intelligence/tools/delegatezero
Summary: DelegateZero is an AI decision proxy designed for B2B SaaS founders and operators who are bottlenecks in decision-making. It learns the user's judgment, policies, and precedents to automate routine decisions such as refund requests, expense approvals, hiring screens, and vendor contracts. The system acts with conditional autonomy, escalating only when confidence is low, providing full audit trails and explanations for decisions.
Category: AI Decision Automation
Trajectory: rising

## OpenAI API
URL: https://tylerewillis.com/intelligence/tools/openai
Summary: OpenAI API provides a suite of powerful AI models for text generation, image creation, speech transcription, real-time translation, and multimodal applications. It supports advanced features like function calling, JSON mode, and built-in tools for retrieval and execution, enabling integration with business systems and scalable AI-powered applications.
Category: AI API
Trajectory: rising

## Rasa Voice
URL: https://tylerewillis.com/intelligence/tools/rasa-voice
Summary: Rasa Voice is an enterprise-grade voice AI platform designed to replace legacy IVR systems with multi-turn, back-end-integrated voice AI agents. It features real-time voice interaction capabilities, emotion detection, expressive TTS, and supports complex conversational workflows with full control over AI behavior and compliance. The platform integrates deeply with telephony systems and CRMs, enabling scalable, low-latency, and secure voice AI deployments.
Category: Enterprise voice AI platform
Trajectory: rising

## Anthropic Claude
URL: https://tylerewillis.com/intelligence/tools/anthropic
Summary: Anthropic Claude is a suite of large language models designed for complex reasoning, coding, summarization, and agentic tasks. It offers multiple models with varying speed and intelligence tradeoffs, accessible via API and integrated into cloud platforms like AWS Bedrock and Google Cloud. Claude supports large context windows up to 1 million tokens and is optimized for production-ready AI applications with a focus on safety and reliability.
Category: AI Language Model Platform
Trajectory: rising

## Augment Code
URL: https://tylerewillis.com/intelligence/tools/augment-code
Summary: Augment Code offers an AI coding agent with an industry-leading context capacity of up to 200,000 tokens, enabling deep understanding of large and complex codebases. It supports multi-agent collaboration for end-to-end automation across the software development lifecycle, integrates with over 100 external tools, and emphasizes enterprise-grade security and cloud-agnostic deployment.
Category: AI coding agent
Trajectory: rising

## BeeAI
URL: https://tylerewillis.com/intelligence/tools/beeai
Summary: BeeAI is an open-source AI agent framework for building production-grade, multi-agent systems. It provides a lightweight yet powerful approach to reliable agent development with built-in constraint enforcement and rule-based governance to preserve reasoning abilities and ensure predictable behavior. Hosted by the Linux Foundation, it offers an extensible developer framework and an enterprise-ready platform for testing, debugging, sharing, and deploying AI agents at scale. BeeAI supports multi-provider playgrounds, cross-framework collaboration, and integrations with various AI stacks and external services.
Category: AI agent framework
Trajectory: rising

## Claude
URL: https://tylerewillis.com/intelligence/tools/claude
Summary: Claude is an AI conversational assistant developed by Anthropic that enables businesses and individuals to automate complex tasks, generate high-quality content, and analyze data with advanced reasoning and extended context window capabilities. It supports integrations with productivity tools and offers multiple models for diverse workflows.
Category: AI assistant
Trajectory: rising

## ClickUp
URL: https://tylerewillis.com/intelligence/tools/clickup
Summary: ClickUp integrates AI features such as ClickUp Brain, AI Agents, and AI-powered workflows to automate tasks, provide ambient answers, and enhance productivity across teams. It supports AI-powered project management, marketing, product development, HR, and leadership workflows.
Category: Project Management
Trajectory: rising

## Cognigy
URL: https://tylerewillis.com/intelligence/tools/cognigy
Summary: Cognigy is an enterprise conversational AI platform designed for large-scale contact centers, enabling companies to build, deploy, and manage AI-powered voice and chat agents across multiple channels. It features agentic AI capable of complex reasoning and hybrid AI workflows combining rule-based and generative AI, with strong integrations into CRM, ERP, and contact center infrastructure. The platform supports AI agent augmentation with real-time coaching and knowledge assistance for human agents.
Category: Multi-channel conversational AI platform
Trajectory: rising

## Copy.ai
URL: https://tylerewillis.com/intelligence/tools/copy-ai
Summary: Copy.ai is an AI-native go-to-market platform that combines AI-powered content generation, workflow automation, and deep integrations to support sales, marketing, and revenue operations teams. It offers AI Copy Agents, Workflow Builder, and an intelligence layer to automate and optimize content creation, account research, lead processing, ABM campaigns, translation, deal coaching, and forecasting.
Category: AI content generation
Trajectory: rising

## Cursor
URL: https://tylerewillis.com/intelligence/tools/cursor
Summary: Cursor AI is an AI-native code editor built on top of Visual Studio Code that uses advanced language models like GPT-4 and Claude to assist developers with editing, generating, refactoring, and explaining codebases in natural language. It offers deep codebase understanding, multi-file editing, and agentic autonomous coding features to accelerate software development.
Category: AI coding assistant
Trajectory: rising

## ElevenLabs
URL: https://tylerewillis.com/intelligence/tools/elevenlabs
Summary: ElevenLabs is a leading AI audio platform offering hyper-realistic text-to-speech, voice cloning, multilingual dubbing, conversational AI agents, and transcription. It supports 70+ languages with expressive, human-like voices and provides developer-friendly APIs for scalable voice content generation.
Category: AI Voice Generation
Trajectory: rising

## Genesys AI
URL: https://tylerewillis.com/intelligence/tools/genesys-ai
Summary: Genesys Cloud AI integrates multiple AI disciplines into a single platform to enhance customer and employee experiences with generative AI, predictive AI, conversational AI, and AI-powered workforce optimization. It offers embedded AI features such as agent copilot, virtual agents, predictive routing, sentiment analysis, and journey orchestration to automate workflows, personalize CX, and improve operational efficiency.
Category: Contact center AI automation platform
Trajectory: rising

## Google Veo 3
URL: https://tylerewillis.com/intelligence/tools/google-veo-3
Summary: Google Veo 3 is a flagship text-to-video diffusion model hosted on Google's Vertex AI platform, designed for high-fidelity video and native audio generation. It targets developers and large enterprises for automated content pipelines, producing cinematic quality videos with synchronized sound, realistic physics, and high-definition visuals.
Category: AI video generation
Trajectory: rising

## Google Workspace with Gemini
URL: https://tylerewillis.com/intelligence/tools/google-workspace-with-gemini
Summary: Google Workspace integrates Gemini AI to enhance productivity across Gmail, Docs, Sheets, Slides, Meet, Drive, and Chat. Gemini offers advanced AI tools including intelligent content generation, email summarization, meeting transcription, automated workflow suggestions, deep research capabilities, and NotebookLM for AI research assistance. It leverages Google's PaLM 2 large language model and supports multimodal understanding.
Category: AI integrated productivity suite
Trajectory: rising

## Iris AI
URL: https://tylerewillis.com/intelligence/tools/iris-ai
Summary: Iris AI is an AI-powered RFP software that automates and accelerates the creation of proposals, RFIs, SOWs, and security questionnaires by generating accurate, sourced responses from a company's knowledge base. It reduces response times by up to 60%, proactively identifies outdated information, and improves win rates by delivering better proposals faster.
Category: Intelligent document automation
Trajectory: rising

## LangChain
URL: https://tylerewillis.com/intelligence/tools/langchain
Summary: LangChain is an open-source modular framework that enables developers to build sophisticated AI applications by chaining large language models (LLMs) with external data sources, computation, and workflows. It supports building AI agents with memory, evaluation, observability, deployment, and fleet management capabilities, facilitating complex multi-step tasks and autonomous agents.
Category: AI Development Framework
Trajectory: rising

## LangGraph
URL: https://tylerewillis.com/intelligence/tools/langgraph
Summary: LangGraph is a free, open-source agent orchestration framework designed for building reliable, complex multi-agent workflows with low-level control. It integrates deeply with the LangChain ecosystem and supports advanced multi-agent orchestration patterns including hierarchical and conditional workflows. It offers persistent memory, streaming for real-time UX, and production-grade middleware for reliability and content moderation.
Category: AI agent framework
Trajectory: rising

## Latenode
URL: https://tylerewillis.com/intelligence/tools/latenode
Summary: Latenode is a low-code and no-code automation platform that enables users to create flexible, AI-driven workflows with extensive integrations. It supports JavaScript with NPM packages, multiple triggers, sub-scenarios, and headless browser automation. The platform includes AI-powered automation features such as AI assistants and integrates over 5,500 apps and 1,200+ AI models, providing scalable and secure business process automation.
Category: workflow automation
Trajectory: rising

## LlamaIndex
URL: https://tylerewillis.com/intelligence/tools/llamaindex
Summary: LlamaIndex is an open-source data framework designed to integrate private and public data for building LLM applications. It offers tools for data ingestion, indexing, querying, and document OCR, optimized for generative AI workflows and retrieval-augmented generation (RAG) pipelines. It supports extensive integrations via LlamaHub with over 300 connectors and provides flexible SDKs in Python and TypeScript.
Category: AI agent framework
Trajectory: rising

## Lucid Software Visual Collaboration Suite
URL: https://tylerewillis.com/intelligence/tools/lucid-software-visual-collaboration-suite
Summary: Lucid Software offers AI-assisted diagramming and visual collaboration tools, including AI-powered automatic diagram generation from text prompts and technical documentation, conversational AI assistant within Lucidchart and Lucidspark, and integration with Microsoft Copilot for AI-generated document summaries and workflow enhancements.
Category: visual collaboration
Trajectory: rising

## mabl
URL: https://tylerewillis.com/intelligence/tools/mabl
Summary: mabl is an agentic AI-powered test automation platform built on AI since 2017 that autonomously builds, runs, and maintains test coverage for web, mobile, and API applications. It features AI-native test creation, execution, auto-healing, and failure triage to accelerate software quality at the speed of AI coding agents.
Category: agentic AI testing platform
Trajectory: rising

## n8n
URL: https://tylerewillis.com/intelligence/tools/n8n
Summary: n8n includes native integrations with AI providers such as OpenAI and Anthropic, enabling embedding AI-powered steps directly into workflows. It supports LangChain and AI Agent nodes for autonomous, adaptive pipelines. It offers human-in-the-loop controls, AI governance, and the ability to combine AI with complex workflow logic.
Category: Workflow Automation
Trajectory: rising

## NiCE mPower
URL: https://tylerewillis.com/intelligence/tools/nice-mpower
Summary: NiCE mPower is an AI-driven enterprise platform designed to automate and orchestrate customer service experiences across voice and digital channels. It offers AI agents for self-service, proactive engagement, sales, marketing, and process automation, integrated with advanced analytics and workforce empowerment tools. The platform supports seamless omnichannel communication, real-time AI assistance, and integrates with systems like ServiceNow to unify agent workflows and improve operational efficiency.
Category: Unified AI platform for customer service automation
Trajectory: rising

## PolyAI
URL: https://tylerewillis.com/intelligence/tools/polyai
Summary: PolyAI provides highly lifelike, multilingual AI voice agents designed for large enterprises to automate complex customer service calls with deep integration into contact center and CRM systems. It operates as a managed service with custom voice design, deployment, and ongoing support.
Category: Enterprise AI voice agent
Trajectory: rising

## QA Wolf
URL: https://tylerewillis.com/intelligence/tools/qa-wolf
Summary: QA Wolf is an AI-powered test automation platform and managed service that provides flake-free, end-to-end test coverage for web, iOS, Android, Electron, and Salesforce applications. It uses agentic AI to autonomously map applications, generate Playwright and Appium test code from natural language prompts, and run tests in parallel on managed infrastructure. The platform integrates visual AI testing with baseline management, accessibility validation, and continuous validation to help teams ship faster with confidence and fewer bugs.
Category: AI visual testing and end-to-end automation
Trajectory: rising

## Resemble AI
URL: https://tylerewillis.com/intelligence/tools/resemble-ai
Summary: Resemble AI is a developer-first platform offering advanced AI voice cloning, real-time voice synthesis, and multimodal deepfake detection. It provides extensive API integrations and customizable voice creation, targeting enterprises and developers building voice-enabled applications, with strong compliance and security features.
Category: Custom brand voice AI
Trajectory: rising

## Salesforce Pro Suite with Vertical AI Agents
URL: https://tylerewillis.com/intelligence/tools/salesforce-pro-suite-with-vertical-ai-agents
Summary: Salesforce Pro Suite integrates advanced AI features powered by Agentforce 360, providing conversational AI assistants that help teams execute tasks, automate workflows, and gain insights from unified customer data. It supports vertical AI agents specialized by industry or business function, enabling more accurate and relevant outputs within sales, service, and marketing workflows.
Category: CRM
Trajectory: rising

## Snowflake Cortex Agents
URL: https://tylerewillis.com/intelligence/tools/snowflake-cortex-agents
Summary: Snowflake Cortex Agents is a platform for building autonomous AI agents that integrate with Snowflake's data cloud. It enables natural language querying of structured and unstructured data, orchestrates multiple AI and search services, and supports real-time web search via the Brave Web Search API. Cortex Agents can autonomously plan tasks, select tools, and synthesize insights from multiple data sources within Snowflake's governed environment.
Category: AI agent authoring platform
Trajectory: rising

## Taskade MCP
URL: https://tylerewillis.com/intelligence/tools/taskade-mcp
Summary: Taskade MCP server offers real-time integration, scoped permissions, and 100+ tools. It supports multiple AI assistants and workflows, enabling teams to build apps, deploy agents, and automate workflows from a single prompt.
Category: MCP server platform
Trajectory: rising

## UiPath
URL: https://tylerewillis.com/intelligence/tools/uipath
Summary: UiPath is a leading enterprise automation platform combining robotic process automation (RPA), AI, and process intelligence to automate repetitive tasks and workflows. It features embedded AI capabilities for document processing, decision making, and process optimization, supports agentic AI orchestration, and integrates with a wide range of enterprise systems including SAP, Salesforce, and Microsoft.
Category: Robotic Process Automation (RPA)
Trajectory: rising

## Visual Studio Code (Agent Mode)
URL: https://tylerewillis.com/intelligence/tools/visual-studio-code-agent-mode
Summary: Visual Studio Code's Agent Mode supports integration with MCP clients, allowing developers to extend functionality via custom tools and servers. It enables multi-agent development, tool integration, and supports third-party agents with customizable AI-driven workflows.
Category: MCP client integration
Trajectory: rising

## Workato
URL: https://tylerewillis.com/intelligence/tools/workato
Summary: Workato is a powerful enterprise automation platform that enables complex workflows and integrations across departments with low-code/no-code interfaces. It supports AI-powered features such as Recipe IQ for smarter automation suggestions and Enterprise MCP for agentic AI orchestration, governance, and secure execution at scale.
Category: workflow automation
Trajectory: rising

## Zendesk AI Automation
URL: https://tylerewillis.com/intelligence/tools/zendesk-ai-automation
Summary: Zendesk AI Automation offers AI-powered agents that automate customer service workflows by handling up to 80% of interactions autonomously. Features include automated replies, intelligent triage, generative AI responses, automated resolutions, and escalation to human agents for complex issues. The platform supports multi-channel customer service with AI copilots providing real-time assistance to human agents and continuous learning to improve over time.
Category: AI-powered customer service workflow automation
Trajectory: rising

## Adobe Acrobat Studio
URL: https://tylerewillis.com/intelligence/tools/adobe-acrobat-studio
Summary: Adobe Acrobat Studio offers AI-powered document summarization and workflow integration with Microsoft 365 and other tools. It centralizes PDF editing and collaboration for enterprise teams, providing fast and reliable document insights while maintaining strong security and privacy practices.
Category: AI-powered document workflow and summarization
Trajectory: rising

## Akiflow
URL: https://tylerewillis.com/intelligence/tools/akiflow
Summary: Akiflow is an AI-powered all-in-one productivity planner that unifies calendars, tasks, and agendas from multiple sources into a single dashboard for time blocking and daily planning. It features AI assistant capabilities for bulk task creation, smart organization, time estimation, automated scheduling, finding free time, and priority guidance.
Category: task and calendar management
Trajectory: rising

## Autobound Autopilot
URL: https://tylerewillis.com/intelligence/tools/autobound-autopilot
Summary: Autobound offers AI-driven sales prospecting with real-time buyer signals and integrates with tools like Outreach and Salesloft. It generates hyper-personalized outreach messages grounded in verifiable signal data, enabling scalable, data-driven sales engagement.
Category: Signal-driven autonomous prospecting platform
Trajectory: rising

## AutoGen
URL: https://tylerewillis.com/intelligence/tools/autogen
Summary: AutoGen is an open-source framework developed by Microsoft Research for building multi-agent AI systems capable of collaborating, reasoning, and solving complex tasks in Python or .NET. It features a conversation-driven architecture, human-in-the-loop capabilities, secure code execution, and advanced multi-agent orchestration with dynamic conversation management.
Category: AI agent framework
Trajectory: rising

## AWS Kiro
URL: https://tylerewillis.com/intelligence/tools/aws-kiro
Summary: AWS Kiro is an AI-driven coding tool that uses a spec-driven development approach to automate and accelerate full-stack software development. It integrates deeply with AWS services and enables developers to go from natural language prompts to production-ready features with automated documentation, testing, and deployment.
Category: Spec-driven AI automation tool
Trajectory: rising

## Bloomfire
URL: https://tylerewillis.com/intelligence/tools/bloomfire
Summary: Bloomfire is an AI-powered knowledge management platform designed for enterprises to centralize, organize, and surface trusted knowledge. It features AI-powered search and discovery, generative AI-enhanced authoring, self-healing knowledge base, and integrations with major enterprise tools to improve knowledge findability, governance, and decision-making.
Category: AI knowledge management platform
Trajectory: rising

## Blue Prism Cloud
URL: https://tylerewillis.com/intelligence/tools/blue-prism-cloud
Summary: Blue Prism Cloud is a fully managed cloud-native RPA platform that combines intelligent automation technology with AI capabilities. It provides AI-powered digital workers with seamless integration, delivered from Microsoft Azure or AWS, enabling secure, compliant, and scalable automation solutions.
Category: cloud-native RPA platform
Trajectory: rising

## Bolt.new
URL: https://tylerewillis.com/intelligence/tools/bolt-new
Summary: Bolt.new is a browser-based AI coding environment that enables users to build full-stack web applications from natural language prompts. It integrates AI-powered code generation with a live preview and collaborative coding features, supporting rapid prototyping, debugging, and deployment within the browser. It uses advanced AI agents including Claude AI for complex projects and offers built-in backend infrastructure such as databases, authentication, payments, and hosting.
Category: AI code generator
Trajectory: rising

## Clay
URL: https://tylerewillis.com/intelligence/tools/clay
Summary: Clay uses AI agents such as Claygent for lead research and enrichment by combining data from 100+ providers, automating lead scoring, personalization, and workflow automation to enhance outbound sales processes.
Category: AI lead enrichment and personalized outreach workflows
Trajectory: rising

## Cody
URL: https://tylerewillis.com/intelligence/tools/cody
Summary: Cody is an AI coding assistant integrated with Sourcegraph Enterprise that uses large language models and advanced search APIs to provide code understanding, generation, debugging, and chat capabilities across local and remote codebases. It supports multi-repository context retrieval and integrates with IDEs and code hosts to accelerate developer workflows.
Category: AI code search and understanding tool
Trajectory: rising

## Confluence
URL: https://tylerewillis.com/intelligence/tools/confluence
Summary: Confluence integrates AI capabilities primarily through Rovo AI, which assists with drafting pages from prompts, summarizing content, generating meeting notes, and AI-powered search across Confluence, Jira, and connected third-party tools. AI features help reduce time spent searching for information and accelerate work by turning notes into polished documents and interactive prototypes.
Category: AI-assisted knowledge management
Trajectory: rising

## CoSupport AI
URL: https://tylerewillis.com/intelligence/tools/cosupport-ai
Summary: CoSupport AI automates customer support with high accuracy and integrates easily with major helpdesks. It offers transparent pricing and enterprise-grade security. Users report significant reductions in resolution times and improved customer experience.
Category: AI customer support automation platform
Trajectory: rising

## Creatio Vertical AI Agent
URL: https://tylerewillis.com/intelligence/tools/creatio-vertical-ai-agent
Summary: Creatio's Vertical AI Agents are specialized AI systems designed for specific industries such as financial services, embedded directly into industry workflows and CRM. They provide AI-native automation, require no technical customization, and support operational efficiency, customer service, and innovation acceleration. The platform includes no-code tools to build and customize AI agents, integrating generative and predictive AI capabilities to augment employee productivity and automate complex workflows.
Category: vertical AI agent
Trajectory: rising

-----------------------------------

# LIVE DATASET — Benchmarks

Source: https://tylerewillis.com/intelligence/benchmarks
JSON:   https://tylerewillis.com/intelligence/api/benchmarks.json

Showing 30 of 92 entries.

## administrative-support-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/administrative-support-small-us
Industry: Administrative Support

## real-estate-mid-us
URL: https://tylerewillis.com/intelligence/benchmarks/real-estate-mid-us
Industry: Real Estate

## accommodation-and-food-services-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/accommodation-and-food-services-small-us
Industry: Accommodation and Food Services

## event-planning-micro-global
URL: https://tylerewillis.com/intelligence/benchmarks/event-planning-micro-global
Industry: Event Planning

## boutique-consulting-micro-global
URL: https://tylerewillis.com/intelligence/benchmarks/boutique-consulting-micro-global
Industry: Boutique Consulting

## information-security-consulting-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/information-security-consulting-small-us
Industry: Information Security Consulting

## ai-model-development-for-regulated-industries-small-global
URL: https://tylerewillis.com/intelligence/benchmarks/ai-model-development-for-regulated-industries-small-global
Industry: AI Model Development for Regulated Industries

## graphic-design-creative-services-micro-us
URL: https://tylerewillis.com/intelligence/benchmarks/graphic-design-creative-services-micro-us
Industry: Graphic Design & Creative Services

## healthcare-equipment-services-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/healthcare-equipment-services-small-us
Industry: Healthcare Equipment Services

## real-estate-agent-solo-us
URL: https://tylerewillis.com/intelligence/benchmarks/real-estate-agent-solo-us
Industry: Real Estate

## retail-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/retail-small-us
Industry: Retail

## e-commerce-retail-micro-global
URL: https://tylerewillis.com/intelligence/benchmarks/e-commerce-retail-micro-global
Industry: E-commerce / Retail

## sustainability-esg-consulting-small-global
URL: https://tylerewillis.com/intelligence/benchmarks/sustainability-esg-consulting-small-global
Industry: Sustainability & ESG Consulting

## consulting-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/consulting-small-us
Industry: Consulting

## accounting-services-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/accounting-services-small-us
Industry: Accounting Services

## insurance-agent-solo-us
URL: https://tylerewillis.com/intelligence/benchmarks/insurance-agent-solo-us
Industry: Insurance

## manufacturing-mid-global
URL: https://tylerewillis.com/intelligence/benchmarks/manufacturing-mid-global
Industry: Manufacturing

## landscaping-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/landscaping-small-us
Industry: Landscaping

## marketing-agency-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/marketing-agency-small-us
Industry: Marketing Agency

## management-consulting-solopreneur-global
URL: https://tylerewillis.com/intelligence/benchmarks/management-consulting-solopreneur-global
Industry: Management Consulting

## automotive-repair-and-maintenance-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/automotive-repair-and-maintenance-small-us
Industry: Automotive Repair and Maintenance

## healthcare-services-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/healthcare-services-small-us
Industry: Healthcare Services

## professional-consulting-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/professional-consulting-small-us
Industry: Professional Consulting

## retail-large-global
URL: https://tylerewillis.com/intelligence/benchmarks/retail-large-global
Industry: Retail

## retail-mid-global
URL: https://tylerewillis.com/intelligence/benchmarks/retail-mid-global
Industry: Retail

## professional-services-small-global
URL: https://tylerewillis.com/intelligence/benchmarks/professional-services-small-global
Industry: Professional Services

## healthcare-staffing-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/healthcare-staffing-small-us
Industry: Healthcare Staffing

## environmental-sustainability-consulting-mid-us
URL: https://tylerewillis.com/intelligence/benchmarks/environmental-sustainability-consulting-mid-us
Industry: Environmental & Sustainability Consulting

## transportation-and-logistics-mid-global
URL: https://tylerewillis.com/intelligence/benchmarks/transportation-and-logistics-mid-global
Industry: Transportation and Logistics

## transportation-and-warehousing-small-us
URL: https://tylerewillis.com/intelligence/benchmarks/transportation-and-warehousing-small-us
Industry: Transportation and Warehousing

-----------------------------------

# LIVE DATASET — Playbooks

Source: https://tylerewillis.com/intelligence/playbooks
JSON:   https://tylerewillis.com/intelligence/api/playbooks.json

Showing 29 of 29 entries.

## Project-Close Revenue Asset Kit
URL: https://tylerewillis.com/intelligence/playbooks/project-close-asset-kit
Summary: AI-driven agentic workflows for client onboarding and revenue asset management

## Daily Signal-Based Prospect Feed
URL: https://tylerewillis.com/intelligence/playbooks/daily-signal-prospect-feed
Summary: AI-driven real-time intent signal monitoring and automated personalized outreach with human oversight

## Same-Day SOW & Proposal Generator
URL: https://tylerewillis.com/intelligence/playbooks/same-day-sow-generator
Summary: Automate creation of proposals, quotes, and SOWs directly from CRM data to close deals faster and reduce errors.

## Dead Lead Reactivation via Signals
URL: https://tylerewillis.com/intelligence/playbooks/dead-lead-reactivation-signals

## Invoice Approval Workflow with Exception Handling
URL: https://tylerewillis.com/intelligence/playbooks/invoice-approval-workflow-with-exception-handling
Summary: Automate invoice processing with dynamic routing, real-time exception management, and compliance assurance.

## AI-Driven Content Creation with Brand Voice Consistency
URL: https://tylerewillis.com/intelligence/playbooks/ai-driven-content-creation-with-brand-voice-consistency
Summary: Automate content creation while maintaining your unique brand voice through AI training and human oversight.

## AI-Powered Automated Client Reporting
URL: https://tylerewillis.com/intelligence/playbooks/ai-powered-automated-client-reporting
Summary: Streamline client reporting with AI to save time and deliver real-time insights.

## Automated Invoice Generation and Delivery with Payment Links
URL: https://tylerewillis.com/intelligence/playbooks/automated-invoice-generation-and-delivery-with-payment-links
Summary: Streamline invoice creation, delivery, and payment with automation to reduce errors and save time.

## Invoice & Payment Follow-up Automation
URL: https://tylerewillis.com/intelligence/playbooks/invoice-followup-automation
Summary: Streamline invoice processing and payment execution to reduce manual tasks and errors.

## Cold Email Reply Classifier & Router
URL: https://tylerewillis.com/intelligence/playbooks/cold-email-reply-classifier
Summary: Automate classification and routing of cold email replies using AI to optimize lead handling and increase response rates.

## Long-Form Content Repurposing Pipeline
URL: https://tylerewillis.com/intelligence/playbooks/content-repurposing-pipeline
Summary: AI-driven automation to transform long-form content into multi-format, platform-optimized posts for maximum reach and efficiency.

## Phased AI Campaign Management Automation
URL: https://tylerewillis.com/intelligence/playbooks/phased-ai-campaign-management-automation
Summary: Structured rollout of AI-driven campaign automation for scalable marketing efficiency

## Strategic Partner Referral Loop
URL: https://tylerewillis.com/intelligence/playbooks/partner-referral-loop-builder
Summary: Automate partner onboarding, contract management, and referral tracking to boost partner engagement and revenue.

## Automated Newsletter-to-Multi-Platform Content Pipeline
URL: https://tylerewillis.com/intelligence/playbooks/automated-newsletter-to-multi-platform-content-pipeline
Summary: Repurpose and distribute newsletter content automatically across multiple platforms to save time and boost engagement.

## Daily Email Summary Report with AI-Filtered Important Messages
URL: https://tylerewillis.com/intelligence/playbooks/daily-email-summary-report-with-ai-filtered-important-messages
Summary: Automate your daily email digest by AI-prioritizing and summarizing important messages to boost productivity and reduce inbox overload.

## Meeting Notes ? Action Items ? CRM
URL: https://tylerewillis.com/intelligence/playbooks/meeting-notes-to-action-items
Summary: Automate meeting note summaries, action item tracking, and CRM updates using AI and workflow tools.

## Automated Client Onboarding Sequence
URL: https://tylerewillis.com/intelligence/playbooks/automated-client-onboarding
Summary: Streamline client onboarding with automated workflows for welcome emails, document collection, and milestone tracking.

## Automated Extraction of Action Items and Follow-Up Tasks from Emails
URL: https://tylerewillis.com/intelligence/playbooks/automated-extraction-of-action-items-and-follow-up-tasks-from-emails
Summary: Use AI to convert emails into actionable tasks and automate follow-ups, saving time and reducing manual effort.

## CRM Stage Progression on Activity
URL: https://tylerewillis.com/intelligence/playbooks/crm-stage-progression-automation
Summary: Automate CRM deal stage updates and activity tracking to improve sales efficiency and data quality.

## Proposal Follow-up Cadence
URL: https://tylerewillis.com/intelligence/playbooks/proposal-followup-cadence
Summary: Automate and optimize your sales proposal follow-up to increase engagement and close rates.

## Weekly Client Report Generator
URL: https://tylerewillis.com/intelligence/playbooks/weekly-client-report-generator
Summary: Automate weekly client report creation and delivery to save time and improve consistency

## AI-Powered Email Priority Categorization and Labeling
URL: https://tylerewillis.com/intelligence/playbooks/ai-powered-email-priority-categorization-and-labeling
Summary: Dynamically prioritize and label emails using AI to reduce handling time and improve response rates.

## AI Inbox Triage & Routing
URL: https://tylerewillis.com/intelligence/playbooks/inbox-triage-ai-routing

## AI-Driven Content Atomization for Social Ecosystems
URL: https://tylerewillis.com/intelligence/playbooks/ai-driven-content-atomization-for-social-ecosystems

## Automated Payment Reminder and Overdue Invoice Follow-up
URL: https://tylerewillis.com/intelligence/playbooks/automated-payment-reminder-and-overdue-invoice-follow-up

## Journalist Request Monitor & Pitcher
URL: https://tylerewillis.com/intelligence/playbooks/journalist-request-monitor

## LinkedIn Warm-Intro Path Finder
URL: https://tylerewillis.com/intelligence/playbooks/linkedin-warm-intro-finder

## Newsletter Curation From Source Library
URL: https://tylerewillis.com/intelligence/playbooks/newsletter-curation-from-source

## No-Code Visual Content Repurposing Flow Builder
URL: https://tylerewillis.com/intelligence/playbooks/no-code-visual-content-repurposing-flow-builder

-----------------------------------

# LIVE DATASET — Case Studies

Source: https://tylerewillis.com/intelligence/case-studies
JSON:   https://tylerewillis.com/intelligence/api/case-studies.json

Showing 20 of 20 entries.

## web-design-agency-mid-mid-size-web-design-firm-streamlines-onb
URL: https://tylerewillis.com/intelligence/case-studies/web-design-agency-mid-mid-size-web-design-firm-streamlines-onb
Industry: Web Design Agency

## web-design-agency-small-small-web-design-agency-automates-client
URL: https://tylerewillis.com/intelligence/case-studies/web-design-agency-small-small-web-design-agency-automates-client
Industry: Web Design Agency

## real-estate-small-small-real-estate-agency-cut-lead-respon
URL: https://tylerewillis.com/intelligence/case-studies/real-estate-small-small-real-estate-agency-cut-lead-respon
Industry: Real Estate

## real-estate-mid-mid-size-real-estate-team-automated-afte
URL: https://tylerewillis.com/intelligence/case-studies/real-estate-mid-mid-size-real-estate-team-automated-afte
Industry: Real Estate

## real-estate-large-real-estate-franchise-boosted-lead-conve
URL: https://tylerewillis.com/intelligence/case-studies/real-estate-large-real-estate-franchise-boosted-lead-conve
Industry: Real Estate

## marketing-agency-small-small-marketing-agency-boosts-lead-volum
URL: https://tylerewillis.com/intelligence/case-studies/marketing-agency-small-small-marketing-agency-boosts-lead-volum
Industry: Marketing Agency

## professional-services-small-small-professional-services-firm-reduces
URL: https://tylerewillis.com/intelligence/case-studies/professional-services-small-small-professional-services-firm-reduces
Industry: Professional Services

## sales-agency-small-small-b2b-sales-agency-cuts-cost-per-qua
URL: https://tylerewillis.com/intelligence/case-studies/sales-agency-small-small-b2b-sales-agency-cuts-cost-per-qua
Industry: Sales Agency

## retail-large-fashion-retailer-boosts-revenue-per-user
URL: https://tylerewillis.com/intelligence/case-studies/retail-large-fashion-retailer-boosts-revenue-per-user
Industry: Retail

## professional-development-mid-mid-size-professional-development-firm-i
URL: https://tylerewillis.com/intelligence/case-studies/professional-development-mid-mid-size-professional-development-firm-i
Industry: Professional Development

## technology-enterprise-enterprise-tech-company-saves-100-hours
URL: https://tylerewillis.com/intelligence/case-studies/technology-enterprise-enterprise-tech-company-saves-100-hours
Industry: Technology

## web-dev-agency-onboarding-automation
URL: https://tylerewillis.com/intelligence/case-studies/web-dev-agency-onboarding-automation
Industry: Web Design & Development

## banking-large-super-regional-bank-achieved-30k-annual
URL: https://tylerewillis.com/intelligence/case-studies/banking-large-super-regional-bank-achieved-30k-annual
Industry: Banking

## higher-education-mid-higher-education-institution-automated-2
URL: https://tylerewillis.com/intelligence/case-studies/higher-education-mid-higher-education-institution-automated-2
Industry: Higher Education

## higher-education-mid-higher-education-institution-automated-2-cd8b
URL: https://tylerewillis.com/intelligence/case-studies/higher-education-mid-higher-education-institution-automated-2-cd8b
Industry: Higher Education

## financial-advisor-solo-crm-automation
URL: https://tylerewillis.com/intelligence/case-studies/financial-advisor-solo-crm-automation
Industry: Financial Advisory

## banking-and-finance-large-super-regional-bank-saved-30k-annual-la
URL: https://tylerewillis.com/intelligence/case-studies/banking-and-finance-large-super-regional-bank-saved-30k-annual-la
Industry: Banking and Finance

## manufacturing-large-global-construction-equipment-manufactur
URL: https://tylerewillis.com/intelligence/case-studies/manufacturing-large-global-construction-equipment-manufactur
Industry: Manufacturing

## marketing-agency-small-automation-buildout
URL: https://tylerewillis.com/intelligence/case-studies/marketing-agency-small-automation-buildout
Industry: Marketing Agency

## legal-services-large-legal-firm-automated-new-employee-onboar
URL: https://tylerewillis.com/intelligence/case-studies/legal-services-large-legal-firm-automated-new-employee-onboar
Industry: Legal Services

-----------------------------------

# LIVE DATASET — Market Landscape

Source: https://tylerewillis.com/intelligence/market
JSON:   https://tylerewillis.com/intelligence/api/market.json

Showing 50 of 94 entries.

## Community Feedback Loop Agent
URL: https://tylerewillis.com/intelligence/market/tools-community-feedback-loop-agent
Summary: AI agent tool designed to create iterative feedback loops for continuous learning and improvement.
Category: AI Community Agent
Type: tools
Status: active
Trajectory: rising

## Build in Public
URL: https://tylerewillis.com/intelligence/market/community-build-in-public
Summary: A community of indie builders sharing progress and learnings publicly to foster transparency and growth.
Category: Indie Builder Community
Type: community
Status: active
Trajectory: rising

## DeepLearning.AI
URL: https://tylerewillis.com/intelligence/market/course-deeplearning-ai
Summary: Provider of AI and deep learning courses for professionals and learners worldwide.
Category: AI Education
Type: course
Status: active
Trajectory: stable

## fast.ai
URL: https://tylerewillis.com/intelligence/market/course-fast-ai
Summary: Practical deep learning courses designed to make AI accessible to everyone.
Category: AI Education
Type: course
Status: active
Trajectory: stable

## AI Automation Agency
URL: https://tylerewillis.com/intelligence/market/community-ai-automation-agency
Summary: A Facebook community for professionals and enthusiasts focused on AI-driven automation solutions.
Category: AI Automation Community
Type: community
Status: active
Trajectory: rising

## Community Champion Builder
URL: https://tylerewillis.com/intelligence/market/tools-community-champion-builder
Summary: AI-powered community agent tool to automate and enhance community engagement.
Category: AI Community Agent
Type: tools
Status: active
Trajectory: stable

## Superhuman AI
URL: https://tylerewillis.com/intelligence/market/newsletter-superhuman
Summary: Newsletter delivering insights on AI automation for operators.
Category: AI for Operators
Type: newsletter
Status: active
Trajectory: stable

## Practical AI
URL: https://tylerewillis.com/intelligence/market/podcast-practical-ai
Summary: Podcast exploring practical applications and engineering of AI technologies.
Category: AI Engineering
Type: podcast
Status: active
Trajectory: stable

## Pamper Me Network
URL: https://tylerewillis.com/intelligence/market/platform-pamper-me-network
Summary: AI tools directory platform curating automation and AI marketing solutions.
Category: AI Tools Directory
Type: platform
Status: active
Trajectory: stable

## ELIYA
URL: https://tylerewillis.com/intelligence/market/agency-eliya
Summary: AI automation agency delivering customized, scalable AI solutions for business transformation.
Category: AI Automation Agency
Type: agency
Status: active
Trajectory: rising

## Generative AI Automation Specialization
URL: https://tylerewillis.com/intelligence/market/course-generative-ai-automation-specialization
Summary: A Coursera specialization teaching generative AI automation skills for modern workforce roles.
Category: Generative AI Automation
Type: course
Status: active
Trajectory: rising

## Data Skeptic
URL: https://tylerewillis.com/intelligence/market/podcast-data-skeptic
Summary: A podcast exploring data science, AI, and machine learning concepts for a broad audience.
Category: Data Science & AI
Type: podcast
Status: active
Trajectory: stable

## Slim Tools
URL: https://tylerewillis.com/intelligence/market/tools-slim-tools
Summary: MCP Server Tools providing AI automation capabilities via Model Context Protocol integration.
Category: MCP Server Tools
Type: tools
Status: active
Trajectory: stable

## OpenAI
URL: https://tylerewillis.com/intelligence/market/platform-openai
Summary: Provider of advanced large language models and AI platforms for developers and enterprises.
Category: LLM Provider
Type: platform
Status: active
Trajectory: rising

## Proxyman MCP
URL: https://tylerewillis.com/intelligence/market/tools-proxyman-mcp
Summary: MCP Server Tool enabling centralized AI automation with universal connectors and secure integrations.
Category: MCP Server Tools
Type: tools
Status: active
Trajectory: rising

## AI Tinkerers
URL: https://tylerewillis.com/intelligence/market/community-ai-tinkerers
Summary: Global hands-on AI builder community with active local chapters and real project demos.
Category: AI Developer Community
Type: community
Status: active
Trajectory: rising

## Wispr Flow
URL: https://tylerewillis.com/intelligence/market/tools-whisper-flow
Summary: AI-powered voice-to-text automation tool that enables hands-free workflow creation and coding.
Category: Speech-to-Text Automation
Type: tools
Status: active
Trajectory: rising

## Turing College AI Engineering Course
URL: https://tylerewillis.com/intelligence/market/course-turing-college-ai-engineering-course
Summary: An online AI Engineering course focused on practical AI applications and real-world projects.
Category: AI Engineering Training
Type: course
Status: active
Trajectory: rising

## Bun
URL: https://tylerewillis.com/intelligence/market/platform-bun
Summary: A modern JavaScript runtime and developer infrastructure platform.
Category: JavaScript Runtime and Developer Infrastructure
Type: platform
Status: active
Trajectory: rising

## AI Engineering Podcast
URL: https://tylerewillis.com/intelligence/market/podcast-ai-engineering-podcast
Summary: Podcast focused on AI engineering with emphasis on problem definition and evaluation.
Category: AI Engineering
Type: podcast
Status: active
Trajectory: rising

## ChatGPT
URL: https://tylerewillis.com/intelligence/market/platform-chatgpt
Summary: Conversational AI platform by OpenAI offering advanced generative AI chat capabilities.
Category: Conversational AI
Type: platform
Status: active
Trajectory: stable

## The Rundown AI
URL: https://tylerewillis.com/intelligence/market/newsletter-rundown-ai
Summary: A newsletter delivering curated AI news and insights focused on AI automation trends.
Category: AI News
Type: newsletter
Status: active
Trajectory: rising

## Latent Space: The AI Engineer Podcast
URL: https://tylerewillis.com/intelligence/market/podcast-latent-space-the-ai-engineer-podcast
Summary: A podcast focused on AI engineering, featuring interviews and discussions on AI infrastructure, agents, and coding.
Category: AI Engineering
Type: podcast
Status: active
Trajectory: rising

## A3 Automated Newsletter
URL: https://tylerewillis.com/intelligence/market/newsletter-a3-automated-newsletter
Summary: Monthly newsletter covering automation, AI, robotics, and vision technologies in the automation industry.
Category: Automation Industry Newsletter
Type: newsletter
Status: active
Trajectory: stable

## Astera Studios AI LLP
URL: https://tylerewillis.com/intelligence/market/agency-astera-studios-ai-llp
Summary: AI automation agency focused on leveraging AI agents and automation workflows.
Category: AI Automation Agency
Type: agency
Status: active
Trajectory: rising

## Data Engineering Podcast
URL: https://tylerewillis.com/intelligence/market/podcast-data-engineering-podcast
Summary: Podcast exploring data engineering topics, trends, and innovations.
Category: Data Engineering & AI
Type: podcast
Status: active
Trajectory: rising

## Mistral AI Discord
URL: https://tylerewillis.com/intelligence/market/community-mistral-ai-discord
Summary: Community for discussion and collaboration around Mistral AI's open-weight AI models and tools.
Category: Open-Weights AI Model Community
Type: community
Status: active
Trajectory: rising

## LangChain
URL: https://tylerewillis.com/intelligence/market/tools-langchain
Summary: A leading AI agent framework connecting LLMs with memory, APIs, and tools for autonomous workflows.
Category: AI Agent Framework
Type: tools
Status: active
Trajectory: rising

## WBS CODING SCHOOL AI Agents & Automations Course
URL: https://tylerewillis.com/intelligence/market/course-wbs-coding-school-ai-agents-automations-course
Summary: An AI automation training course teaching AI agents, generative AI, and Python for practical automation skills.
Category: AI Automation Training
Type: course
Status: active
Trajectory: rising

## Google AI
URL: https://tylerewillis.com/intelligence/market/platform-google-ai
Summary: Google's AI platform providing advanced LLMs, agentic AI, and developer tools for enterprise automation.
Category: LLM Provider
Type: platform
Status: active
Trajectory: rising

## Google ADK
URL: https://tylerewillis.com/intelligence/market/platform-google-adk
Summary: Open-source platform for building scalable multi-agent AI systems with enterprise-grade orchestration.
Category: AI Agent Framework
Type: platform
Status: active
Trajectory: rising

## Claude Code
URL: https://tylerewillis.com/intelligence/market/tools-claude-code
Summary: AI-powered automation tool enabling scheduled workflows and multi-agent management for developers and enterprises.
Category: AI App Development
Type: tools
Status: active
Trajectory: rising

## Anthropic
URL: https://tylerewillis.com/intelligence/market/platform-anthropic
Summary: Anthropic provides advanced large language models and AI platforms focused on safe and responsible AI.
Category: LLM Provider
Type: platform
Status: active
Trajectory: stable

## Replicate
URL: https://tylerewillis.com/intelligence/market/platform-replicate
Summary: Cloud platform enabling developers to run and deploy AI models via API without managing infrastructure.
Category: Model API Platform
Type: platform
Status: active
Trajectory: stable

## Windsurf
URL: https://tylerewillis.com/intelligence/market/platform-windsurf
Summary: AI-powered IDE with autonomous coding agents and deep codebase understanding.
Category: AI Coding Tools
Type: platform
Status: active
Trajectory: rising

## AI Automation Certificate Course
URL: https://tylerewillis.com/intelligence/market/course-ai-automation-certificate-course
Summary: University-level certificate course teaching practical AI automation workflow skills.
Category: AI Automation Training
Type: course
Status: active
Trajectory: rising

## Ben's Bites
URL: https://tylerewillis.com/intelligence/market/newsletter-bens-bites
Summary: Weekly AI newsletter focusing on practical AI applications and early-stage ecosystem insights.
Category: AI News
Type: newsletter
Status: active
Trajectory: rising

## Google ADK
URL: https://tylerewillis.com/intelligence/market/tools-google-adk
Summary: Open-source agent development framework for building scalable AI agents with Google and other models.
Category: AI Agent Framework
Type: tools
Status: active
Trajectory: rising

## Microsoft Agent 365
URL: https://tylerewillis.com/intelligence/market/platform-microsoft-agent-365
Summary: Enterprise AI agent management platform with governance, security, and orchestration capabilities.
Category: AI Agent Framework
Type: platform
Status: active
Trajectory: rising

## Hugging Face
URL: https://tylerewillis.com/intelligence/market/platform-huggingface
Summary: Open-source AI platform providing models, tools, and community for machine learning workflows.
Category: Model Hub
Type: platform
Status: active
Trajectory: rising

## r/LocalLLaMA
URL: https://tylerewillis.com/intelligence/market/community-r-localllama
Summary: A Reddit community focused on local large language models (LLMs) and related AI automation discussions.
Category: AI Automation
Type: community
Status: active
Trajectory: rising

## ElevenLabs
URL: https://tylerewillis.com/intelligence/market/tools-elevenlabs
Summary: AI voice cloning platform providing advanced text-to-speech and speech-to-text capabilities.
Category: AI Voice Cloning
Type: tools
Status: active
Trajectory: rising

## Make
URL: https://tylerewillis.com/intelligence/market/platform-make
Summary: AI-powered workflow automation platform connecting 3,000+ apps to orchestrate complex business processes.
Category: AI Workflow Automation
Type: platform
Status: active
Trajectory: rising

## Microsoft Copilot Cowork
URL: https://tylerewillis.com/intelligence/market/tools-microsoft-copilot-cowork
Summary: AI execution layer in Microsoft 365 that automates tasks across apps with enterprise-grade security.
Category: AI Agent Framework
Type: tools
Status: active
Trajectory: rising

## Perplexity
URL: https://tylerewillis.com/intelligence/market/tools-perplexity
Summary: AI research assistant platform offering AI agents for task automation and enterprise workflows.
Category: AI Research Assistant
Type: tools
Status: active
Trajectory: rising

## Jira Automation
URL: https://tylerewillis.com/intelligence/market/platform-jira-automation
Summary: Automation platform integrated within Jira to streamline workflows and enhance work management.
Category: Workflow Automation
Type: platform
Status: active
Trajectory: rising

## beehiiv AI
URL: https://tylerewillis.com/intelligence/market/platform-beehiiv-ai
Summary: AI-powered newsletter platform enabling creators to personalize, automate, and scale email content.
Category: AI Newsletter Platform
Type: platform
Status: active
Trajectory: rising

## OneMagnify
URL: https://tylerewillis.com/intelligence/market/agency-onemagnify
Summary: A marketing, data, and technology agency specializing in AI, automation, and digital experience solutions.
Category: AI Strategy & Consulting
Type: agency
Status: active
Trajectory: rising

## Wiz
URL: https://tylerewillis.com/intelligence/market/platform-wiz
Summary: Multi-cloud security platform specializing in AI-driven cloud security and risk management.
Category: Multi-cloud Security Platform
Type: platform
Status: active
Trajectory: rising

## Jasper AI
URL: https://tylerewillis.com/intelligence/market/platform-jasper-ai
Summary: AI platform for marketing content generation and automation at scale.
Category: AI Content Generation
Type: platform
Status: active
Trajectory: rising

-----------------------------------

# RECENT CHANGES (last 60 days, medium+ significance)

- [2026-06-16] [medium] [new_entity] **Thrive AI Systems** (market): New agency added: Thrive AI Systems. — https://tylerewillis.com/intelligence/market/agency-thrive-ai-systems — source: https://agents.one/agencies
- [2026-06-16] [medium] [new_entity] **Digital ClerX** (market): New platform added: Digital ClerX. — https://tylerewillis.com/intelligence/market/platform-digital-clerx — source: https://agents.one/agencies
- [2026-06-16] [medium] [new_entity] **Astera Studios AI LLP** (market): New agency added: Astera Studios AI LLP. — https://tylerewillis.com/intelligence/market/agency-astera-studios-ai-llp — source: https://www.linkedin.com/posts/goyalshalini_the-ai-agents-directory-ai-agents-are-transforming-activity-7372245221067341825-7Ezu
- [2026-06-16] [critical] [price_increase] **Relay.app** (tools): Relay.app (starter_price_monthly) price increased from $9.00 to $38.00 (+322.2%). — https://tylerewillis.com/intelligence/tools/relay-app — source: https://www.relay.app/pricing
- [2026-06-16] [high] [price_increase] **Latenode** (tools): Latenode (starter_price_monthly) price increased from $15.00 to $19.00 (+26.7%). — https://tylerewillis.com/intelligence/tools/latenode — source: https://www.trustpilot.com/review/latenode.com
- [2026-06-16] [medium] [new_entity] **Freddy AI** (tools): New tool added: Freddy AI. — https://tylerewillis.com/intelligence/tools/freddy-ai — source: https://freshdesk.com

-----------------------------------

# PROGRAMMATIC ACCESS

- REST list:    https://tylerewillis.com/intelligence/api/{dataset}.json
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