Rating methodology

Version 2026.06 · released

Axis Weight What it measures
Accuracy (WER) 20% Word error rate on real-world audio
Privacy / on-prem 20% Can audio stay on your own infrastructure?
Diarization 10% Speaker separation quality
RAG / agent-readiness 20% Vector-DB / MCP / agent integration
Integrations 10% Breadth of ecosystem connectors
Pricing / value 10% Cost relative to capability
Ease of use 10% Setup + day-to-day usability

How we score

Every tool in the catalog is rated 0–10 on seven axes. The overall score is a fixed weighted average — the weights are published (see the table above) and do not change per tool.

Category leaderboards (for example “best on-prem transcription”) rank by the single axis that defines the category, so a tool can only top a category where it genuinely leads on the underlying axis — not by editorial fiat.

We do not claim to be “independent” or “unbiased”. We publish the rubric and the data so you can judge the scores yourself. Tool records are dated and sourced from vendors, with the check date shown on every profile.