What we found.
| Of 81 products | Products | Share |
|---|---|---|
| A free plan or free sandbox | 46 of 81 | 57% |
| A trial without a card | 18 of 81 | 22% |
| Works without an account | 10 of 81 | 12% |
| No free access | 7 of 81 | 9% |
| Of 2371 capabilities | Capabilities | Share |
|---|---|---|
| Finished, result checked | 1272 of 2371 | 54% |
| Done in part | 160 of 2371 | 7% |
| Needed a paid plan | 298 of 2371 | 13% |
| Blocked or failed | 373 of 2371 | 16% |
| Not tried | 268 of 2371 | 11% |
| Of 442 paid features | Features | Share |
|---|---|---|
| The API named the plan or payment | 113 of 442 | 26% |
| The API refused without saying why | 46 of 442 | 10% |
| Only the pricing page or docs said so | 283 of 442 | 64% |
| Answered 402 Payment Required | 20 of 442 | 5% |
| Answered 403 | 41 of 442 | 9% |
| Answered 401 | 38 of 442 | 9% |
| Answered 422 | 15 of 442 | 3% |
| Answered 404 | 9 of 442 | 2% |
- Of the 81 products where the drive recorded its free access, 46 had a free plan, 18 a trial without a card and 10 worked without an account.
- On that free access our agent finished 1272 of 2371 capabilities (54%) and did 160 in part. 298 needed a paid plan.
- 17 of the 74 products had nothing behind a paid plan that our agent found.
- We found 442 paid features at 84 products. For 283 of them, only the pricing page or the docs said a paid plan was needed.
- The API named the plan, the payment or a limit for 113. For 46 it refused without saying why: an "Access denied", a "not enabled" or a 404.
- The API answered 41 with a 403, 38 with a 401, 20 with a 402 Payment Required, 15 with a 422 and 9 with a 404.
- At 33 of the 84 products, the API named the paid plan at least once.
What to do.
For product owners
- Answer a paid feature with 402 or 403, the plan that unlocks it and a link to upgrade.
- Never answer it with a 404 or a bare "Access denied". An agent reads that as a mistake in its call and retries.
- Mark paid features in your API docs and OpenAPI, next to the endpoint, not only on the pricing page.
For agent builders
- Check the plan before you build on a feature. 57 of the 74 free accounts here had one behind a paid plan.
- Treat a 402, or a 401 or 403 that names a plan, as a plan wall: stop and ask a person. Retrying won't help.
- Read the pricing page first. For 283 of 442 paid features, it was the only place that said so.
Method and limits.
How we tested
- Each product's newest drive, 1 Oct 2026 to 1 Nov 2026. Our agent worked on whatever free access the product gave: a free plan, a no-card trial, no account, or none.
- Each drive maps what the product does from its docs and tries it. A capability counts as finished when our agent checked the result.
- A paid feature counts as said by the API when an API or MCP answer named the plan, the payment or a limit, or came back as 402.
Limits
- One drive per product, on one account. A trial can unlock features a free plan doesn't.
- A drive records its free access only once our agent gets in, so products it didn't get into are not in these counts.
- Counts under 5 are left out.
Sources
Counted 1 Nov 2026.
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