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AI-NativeMedium Effortglobal

Workflow QA Lab — Sandbox, Regression Testing & Rollback for Business-Built AI Automations

A large share of new “AI products for work” are really workflow builders dressed as assistants.

Score78/100
May 8, 2026
TAM
€1.22B — ~85K organizations globally × ~€1.2K/month equivalent spend on AI-workflow testing and change control.
SAM
€388.8M — ~18K organizations actively rolling out smart workflow builders × ~€1.8K/month equivalent spend.
SOM
€1.73M — 32 customers at ~€4.5K/month blended platform and onboarding revenue in years 1-2.
AIAPILegal

The Problem

A large share of new “AI products for work” are really workflow builders dressed as assistants.

They route requests, summarize inputs, classify priorities, draft outputs, update...

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