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
- Stack AI home
- Stack AI pricing
- Stack AI integrations
- Stack AI templates
- Stack AI integration catalog documentation
- Stack AI workflow builder documentation
- Stack AI triggers documentation
- Stack AI workflow debugging documentation
- Stack AI usage documentation
- Stack AI organization administration
- Stack AI MCP overview
Scores
| Dimension | Score | Checks |
|---|---|---|
| Tool Access | 70 of 100 | 3 documented, 1 mentioned, 1 not found |
| Task Setup | 70 of 100 | 3 documented, 1 mentioned, 1 not found |
| Running and Oversight | 90 of 100 | 4 documented, 1 mentioned, 0 not found |
| Billing Clarity | 60 of 100 | 3 documented, 0 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: 70 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 page names Ahrefs, Airtable, Apollo, Asana, Atlassian, AWS S3 and Algolia. | Stack AI integrations |
| Connects search engines or SEO data | Documented | The Ahrefs integration pulls keyword and backlink data for SEO workflows. | Stack AI integrations |
| Connects social or community platforms | Not found | No social or community platform was found in the catalog entries read. | Stack AI integration catalog documentation |
| Connects sales or contact data | Documented | Apollo searches and enriches people and organizations, and manages contacts and deals. | Stack AI integrations |
| Connects media generation (image, video or voice) | Mentioned | Image and audio are listed as outputs. No video or voice provider is named. | Stack AI pricing |
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 | AI-assisted workflow editing appears only as a guide title. | Stack AI workflow builder documentation |
| Picks or connects tools without manual wiring | Not found | Users choose the actions their workflows need. No automatic tool selection is described. | Stack AI integration catalog documentation |
| Offers ready-made templates or workflows | Documented | The templates page lists many ready-made business workflows, such as questionnaire and statement-of-work intake. | Stack AI templates |
| Has a visual, no-code builder | Documented | A drag-and-drop no-code builder with a canvas for inputs, steps and outputs is described. | Stack AI workflow builder documentation |
| Connects outside AI agents over MCP, SDK or API | Documented | An MCP server lets outside assistants use a set of tools, and an API run endpoint is documented. | Stack AI MCP overview |
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 | A schedule trigger is set by frequency, time and time zone. Scheduled runs need the workflow to be published. | Stack AI triggers documentation |
| Asks a person to approve before outside actions | Mentioned | The homepage promises human oversight at decision points. Runtime approval steps are not explained. | Stack AI home |
| Keeps a run history the user can open | Documented | Analytics shows run status, time, input and output. Scheduled runs can be inspected. | Stack AI triggers documentation |
| Shows which tool or step was used, and why | Documented | Node results show data and errors per step, and the first failing node is identified. | Stack AI workflow debugging documentation |
| Supports team sharing or several users | Documented | Members, groups, roles, permissions and single sign-on are described for organizations. | Stack AI organization administration |
Billing Clarity: 60 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 with no monthly fee and a limited run allowance. | Stack AI pricing |
| Shows plans or rates on a public page | Documented | Free and Enterprise plans are shown. Enterprise is by quote. | Stack AI pricing |
| Uses one balance or one bill across the tools | Not found | No single balance or bill across third-party tool use was found. | Stack AI pricing |
| Shows how much credit or usage each task used | Documented | The usage settings show runs, credits, seats, projects and storage. | Stack AI usage documentation |
| Says no credit card is needed to start | Not found | A sign-up button is offered. The card requirement is neither stated nor denied. | Stack AI pricing |
What the documentation does not cover
- Tool Access: connects social or community platforms
- Task Setup: picks or connects tools without manual wiring
- 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