I wrote the standard for making websites AI-operable. Learn More

Tools & Vendor Intel

Rising

Confluence

By Atlassian · AI-assisted knowledge management · www.atlassian.com

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.

Knowledge base and documentation management Team collaboration and communication Workflow and project management AI-assisted content creation and summarization Integrated search across multiple tools

Maintained by Tyler Willis · AI & Automation Tools · Updated · CC-BY-4.0 — cite this work

Visit Confluence → View JSON

Assessment

Proprietary scoring across three dimensions: how capable the tool is vs peers, how valuable it is specifically for marketing-agency and SMB clients, and how much it threatens to commoditize independent consulting work.

8/100

Capability

8/100

Agency Value

3/100

Consultant Threat

Commoditization risk: Medium

Acquisition risk: Low

Capabilities

Each capability is verified against current documentation and review data. Unknown = not confidently determined yet.

Agent Workflows · Yes
Multi-Agent · Unknown
MCP Server · Unknown
Memory · Unknown
RAG · Unknown
Voice · Yes
Vision · Yes
Code Execution · Unknown
Human-in-Loop · Unknown
Real-Time · Unknown
Fine-Tuning · Unknown
Public API · Yes
Webhooks · Yes

Underlying models: Rovo AI

Pricing

Model: Subscription · per user per month. Last verified Jun 1, 2026.

Tier

Price

Details

Free

Free

Up to 10 users, 2 GB storage, core pages & spaces, basic templates, 3 whiteboards/user, 10 automation runs/month, community support

Starter

$5.16/mo

per user per month

Pro

$9.73/mo

per user per month

Enterprise

Custom

Contact vendor

Pricing History

An append-only record of every price change observed. Compounds over time into something no review site offers.

  • 2026-06-01 starter: $5.16 (first observation)

Integrations

Key integrations:

Jira Jira Service Management Slack Microsoft Teams Google Workspace GitHub Trello Siit

Available on: — · API: REST

Traction & Reception

Overall sentiment: Positive

Recurring themes from reviews:

  • Strong collaboration features
  • Ease of use compared to competitors
  • Powerful AI-assisted search and content generation
  • Scalability for large organizations
  • Extensive integrations ecosystem

Compliance & Enterprise

✓ GDPR ✓ EU Data Residency ✓ SSO ✓ Audit Log

Agency & Partner Value

  • Partner program
  • Reseller program

Cite this work

This entry is part of the Tyler Willis Intelligence public dataset and licensed under CC-BY-4.0. You're free to quote, redistribute, and feed it into AI systems — please carry the source URL or one of the citation strings below. 

Willis, Tyler. "Confluence." *AI & Automation Tools*, tylerewillis.com/intelligence, accessed June 12, 2026. <https://tylerewillis.com/intelligence/tools/confluence>
Willis, T. (2026). Confluence. Tyler Willis Intelligence — AI & Automation Tools. Retrieved June 12, 2026, from https://tylerewillis.com/intelligence/tools/confluence
@misc{willis_tools_confluence,
  author       = {Willis, Tyler},
  title        = {{Confluence}},
  howpublished = {Tyler Willis Intelligence --- AI & Automation Tools},
  year         = {2026},
  url          = {https://tylerewillis.com/intelligence/tools/confluence},
  note         = {Accessed June 12, 2026. CC-BY-4.0.}
}
curl -s https://tylerewillis.com/intelligence/api/tools/confluence.json | jq

Every JSON response carries a _source block with the canonical URL and citation string. Programmatic consumers: read that field.

From the Maintainer

I implement Confluence for clients.

If you want Confluence built into your business or your agency's stack — wired into your existing tools, with a real workflow on top — that's the consulting work. Direct conversation, no junior team, senior execution.

Start a Conversation Back to All Tools