The marketplace
AI-friendly workplace tools, scored 0–100.
Not star ratings. Not vendor marketing. One number per tool for how much an AI agent can actually do with it - and how safely you can grant that access. Filter by category, business type and tier.
Build software? Submit your tool for scoring - sandbox credentials and test cases required, scores never for sale.
Reading the scores
Five tiers, one question.
If an organization adopts this tool, how much can AI actually do with it - safely?
| Score | Tier | What it means for you |
|---|---|---|
| 85–100 | AI-Native | AI agents work with it today, out of the box. |
| 70–84 | AI-Ready | Solid integration story; modest setup effort. |
| 50–69 | AI-Workable | Possible, but gated or partial - expect friction or middleware. |
| 30–49 | AI-Limited | Data gets in, rarely comes out. Manual bridging required. |
| 0–29 | AI-Hostile | Closed box. We recommend replacement in an AI-forward stack. |
Every score in this catalog is currently marked provisional: an estimate from public documentation, pending line-by-line verification against vendor docs. We re-review at least every six months, because these tools change fast. Scores reflect the plan a small or mid-size organization would actually buy - if API access is enterprise-only, we score it without.
Next step
Your stack is already on this list. Mostly.
Send us the tools your organization runs on. We will score the ones we have not covered yet and show you where the friction is.