Independent AI-tool tests for real work.
Real workflows. Repeated tests. Clear decisions.
Tool Field Test helps independent consultants, agencies, and small knowledge-work teams choose AI products using reproducible, decision-focused evidence—not feature lists or marketing claims.
What we test
- Research and answer engines
- Meeting transcription and intelligence
- Content repurposing
- Workflow automation and agents
- Presentations and document creation
How our reviews work
We run realistic workflows with fixed inputs, repeat core tests, score observable results, and document limitations, pricing, privacy, and operating friction. We label desk research separately from hands-on execution.
Latest comparison
Our first comparison examines Otter and Fireflies using the same synthetic noisy meeting across three uploads per product. Otter scored 86/100 and Fireflies scored 71/100 under our frozen bespoke rubric. Read the full Otter vs Fireflies comparison.
