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Benchmarks · Finance and Insurance

Finance and Insurance · Small

Small (6-20) US Intermediate maturity

50% Automation Opportunity Gap

This is the delta between where the segment is today and where it could be if automation were deployed against the work that's actually automatable. The higher the number, the more opportunity is on the table for operators in this segment.

"Top performers in small finance and insurance firms leverage AI to automate 50-90% of manual finance tasks, achieving up to 80% time savings and significant ROI. They embed AI across multiple business functions including claims, underwriting, and customer service, enabling faster decision-making and improved compliance. Firms investing in scalable AI platforms and hybrid workflows outperform peers by reducing operational costs and enhancing agility."

Methodology & sources

Where this data comes from and how to read it.

Collection methodSecondary research from industry reports and surveys
Source credibilitySecondary
Statistical confidence70%
Data vintageJun 2026
Geographic scopeUS

Automation adoption

What percentage of this segment is using each category of automation today.

  • Using any automation: 69.0%
  • Using AI tools: 69.0%
  • Using workflow automation: 65.0%
  • Using AI for client service: 70.0%

Top tools in use: Numeric, Microsoft Azure AI, Shift Technology

Time & efficiency

How time is spent — and how much is recovered when automation is in place.

  • % time on automatable work: 50.0%

Financial metrics

Revenue, retention, and profitability signals for the segment.

  • Reported ROI from automation: 40.0x

Growth & operations

How operators in this segment win — and what holds them back.

Primary bottleneck: Manual processing and slow workflows

Recurring pain points:

  • Manual reconciliations
  • Slow invoice processing
  • High operational costs
  • Compliance and audit readiness

What top performers do differently:

  • AI-driven automation of claims and underwriting
  • End-to-end finance workflow automation
  • Hybrid human-machine workflows
  • Investment in scalable AI platforms

Benchmark Index

Composite score comparing this segment to every other tracked segment.

70 /100

Take the raw data

Full segment dataset as CSV or JSON, plus API access — for client presentations, board decks, or building on top of it.

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. "Finance and Insurance · Small." *Automation Benchmarks*, tylerewillis.com/intelligence, accessed June 12, 2026. <https://tylerewillis.com/intelligence/benchmarks/finance-and-insurance-small-us>
Willis, T. (2026). Finance and Insurance · Small. Tyler Willis Intelligence — Automation Benchmarks. Retrieved June 12, 2026, from https://tylerewillis.com/intelligence/benchmarks/finance-and-insurance-small-us
@misc{willis_benchmarks_finance_and_insurance_small_us,
  author       = {Willis, Tyler},
  title        = {{Finance and Insurance · Small}},
  howpublished = {Tyler Willis Intelligence --- Automation Benchmarks},
  year         = {2026},
  url          = {https://tylerewillis.com/intelligence/benchmarks/finance-and-insurance-small-us},
  note         = {Accessed June 12, 2026. CC-BY-4.0.}
}
curl -s https://tylerewillis.com/intelligence/api/benchmarks/finance-and-insurance-small-us.json | jq

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

For operators in this segment

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