Reviewed 11 October 2026. This is a documentation review, not a test. The award record for 2026 is on the award page.
Pages the panel read
- CrewAI home
- CrewAI pricing
- CrewAI tools and integrations
- CrewAI human in the loop
- CrewAI tracing
- CrewAI platform introduction
- CrewAI documentation index
Scores
| Dimension | Score | Checks |
|---|---|---|
| Tool Access | 60 of 100 | 2 documented, 2 mentioned, 1 not found |
| Task Setup | 70 of 100 | 2 documented, 3 mentioned, 0 not found |
| Running and Oversight | 90 of 100 | 4 documented, 1 mentioned, 0 not found |
| Billing Clarity | 50 of 100 | 2 documented, 1 mentioned, 2 not found |
The total is the plain sum of the four dimensions, out of 400. Each check is worth 20 points when documented in detail, 10 when mentioned only, and 0 when nothing was found.
Checklist
Tool Access: 60 of 100
How many outside tools the builder connects to, and whether its public pages name them.
| Check | Finding | What the documentation says | Source |
|---|---|---|---|
| Names specific third-party integrations on a public page | Documented | The integrations catalog names Gmail, Slack, Jira, Salesforce, HubSpot, Stripe and Shopify. | CrewAI tools and integrations |
| Connects search engines or SEO data | Mentioned | Search tools such as Serper, Brave, Exa and SerpApi are indexed. No keyword or backlink data is named. | CrewAI documentation index |
| Connects social or community platforms | Not found | No social or community platform was found on the pages read. Slack and Teams are workplace chat only. | CrewAI tools and integrations |
| Connects sales or contact data | Documented | HubSpot is described as sales pipeline and contact management. Salesforce CRM accounts are listed. | CrewAI tools and integrations |
| Connects media generation (image, video or voice) | Mentioned | DALL-E image generation is listed. No video or voice generation was found. | CrewAI documentation index |
Task Setup: 70 of 100
How a person turns a goal into a working agent without wiring each tool by hand.
| Check | Finding | What the documentation says | Source |
|---|---|---|---|
| Starts from a plain-language task description | Mentioned | The pricing page lists an AI copilot. A plain-language start is not explained. | CrewAI pricing |
| Picks or connects tools without manual wiring | Mentioned | OAuth-connected apps become agent tools through code. No automatic tool choice is described. | CrewAI tools and integrations |
| Offers ready-made templates or workflows | Mentioned | Agentic workflow templates are listed on the pricing page. No template is shown. | CrewAI pricing |
| Has a visual, no-code builder | Documented | Crew Studio is described as a no-code and low-code interface. | CrewAI platform introduction |
| Connects outside AI agents over MCP, SDK or API | Documented | REST endpoints for start, resume and status are documented, with curl examples. An MCP export is listed. | CrewAI human in the loop |
Running and Oversight: 90 of 100
Whether the agent keeps working on a schedule, asks a person before outside actions, and shows what it did.
| Check | Finding | What the documentation says | Source |
|---|---|---|---|
| Runs on a schedule or continues in the cloud | Documented | Crews deploy to managed infrastructure. Cron scheduling is listed. | CrewAI platform introduction |
| Asks a person to approve before outside actions | Mentioned | A run pauses in a pending human input state until someone approves or gives feedback. The pause is not tied to outside actions. | CrewAI human in the loop |
| Keeps a run history the user can open | Documented | The dashboard shows execution traces and logs for each run. | CrewAI tracing |
| Shows which tool or step was used, and why | Documented | Traces show the task timeline, tool use, model calls and errors for each execution. | CrewAI tracing |
| Supports team sharing or several users | Documented | Role-based access control and single sign-on are on the enterprise plan. | CrewAI pricing |
Billing Clarity: 50 of 100
Whether the free start, the price and the usage are stated in public.
| Check | Finding | What the documentation says | Source |
|---|---|---|---|
| States a free way to start | Documented | A free plan is listed on the pricing page. | CrewAI pricing |
| Shows plans or rates on a public page | Documented | Free and Enterprise plans are shown. No per-unit rates are shown. | CrewAI pricing |
| Uses one balance or one bill across the tools | Not found | No single balance or bill across connected tools was found. | CrewAI pricing |
| Shows how much credit or usage each task used | Mentioned | A usage dashboard, token count and included executions are listed as features only. | CrewAI pricing |
| Says no credit card is needed to start | Not found | A sign-up button is offered. The card requirement is neither stated nor denied. | CrewAI pricing |
What the documentation does not cover
- Tool Access: connects social or community platforms
- Billing Clarity: uses one balance or one bill across the tools
- Billing Clarity: says no credit card is needed to start
Where the panel stopped
The panel read public documentation only. It did not buy the product, run a task, or compare real results. Documentation is not performance: a product may do things it does not publish, and a product that performs well but publishes little will score low here. That limit is stated on every research file.
Compare this file with the ranking page, where the same scores appear. Any difference between the two is an error, and should be reported through the corrections log.
Published 2026‑10‑11 · Panel review of public documentation, October 2026