{"slug":"greatquestion-xb6h93","companyName":"Great Question","domain":"greatquestion.co","url":"https://greatquestion.co","headline":"Pricing and signup are discoverable, but no API documentation or programmatic access path exists for agents to obtain keys or integrate.","compositeScore":68,"humanScore":77,"agentScore":59,"doorGap":18,"humanMeasured":4,"agentMeasured":6,"percentile":null,"humanPercentile":null,"agentPercentile":null,"isPartial":false,"depth":"free","siteClass":"b2b_saas","scannerVersion":12,"scannedAt":"2026-09-08T13:56:17.418Z","unlocked":false,"mission":{"steps":[{"url":"https://greatquestion.co","outcome":"ok","purpose":"reach the site at all"},{"url":"https://greatquestion.co/robots.txt","outcome":"ok","purpose":"find out whether machines are welcome"},{"url":"https://greatquestion.co","outcome":"ok","purpose":"ask whether the door opens for requests carrying the AI crawlers' names"},{"url":"https://greatquestion.co/llms.txt","outcome":"ok","purpose":"read the site's own guide for language models"},{"url":"https://greatquestion.co","outcome":"missing","purpose":"find out what pages exist"},{"url":"https://greatquestion.co/.well-known/security.txt","outcome":"ok","purpose":"find a contact route for machines"},{"url":"https://greatquestion.co","outcome":"missing","purpose":"find a published agent interface"},{"url":"https://greatquestion.co/.well-known/ai-plugin.json","outcome":"missing","purpose":"find an agent plugin manifest"},{"url":"https://greatquestion.co","outcome":"missing","purpose":"find out whether verified agents are recognised"},{"url":"https://greatquestion.co","outcome":"ok","purpose":"read the homepage as data rather than as a page"},{"url":"https://greatquestion.co","outcome":"missing","purpose":"find a machine readable API spec"},{"url":"https://greatquestion.co","outcome":"missing","purpose":"read the developer documentation"},{"url":"https://greatquestion.co/pricing","outcome":"ok","purpose":"read the prices without running JavaScript"},{"url":"https://greatquestion.co","outcome":"ok","purpose":"find a comparison page worth citing"},{"url":"https://greatquestion.co/users/sign_up","outcome":"ok","purpose":"walk the way a visitor would, to a signup form or a product"}],"verdict":"The agent got through 9 of 15 requests, but could not find out what pages exist. It came up empty on 5 other checks too."},"observations":null,"dimensions":[{"key":"machine_discoverability","audience":"agent","score":98,"summary":"AI crawlers are explicitly allowed in robots.txt, the homepage serves normally to browsers and HTTP clients, and llms.txt is published. Schema.org markup includes SoftwareApplication and Offer types.","evidence":{"locked":true,"count":4}},{"key":"programmatic_onboarding","audience":"agent","score":10,"summary":"No API documentation is linked from the homepage or accessible in raw HTML. No OpenAPI spec exists at any of the 6 standard paths checked. An agent cannot discover how to obtain an API key, what endpoints exist, or how to integrate without.","evidence":{"locked":true,"count":3}},{"key":"pricing_legibility","audience":"agent","score":85,"summary":"10 prices are readable without JavaScript on the pricing page, ranging from $15 to $15,000. Per-seat pricing is clear. An enterprise tier routes to sales, which is standard practice.","evidence":{"locked":true,"count":1}},{"key":"agent_aware_instrumentation","audience":"agent","score":8,"summary":"No MCP manifest is published at any of the 3 standard paths checked. No AI plugin definition exists. The site offers no machine-readable protocol for agents to discover capabilities or invoke actions beyond what a browser can do.","evidence":{"locked":true,"count":4}},{"key":"machine_fetchable_trust","audience":"agent","score":85,"summary":"security.txt is published at /.well-known/security.txt with a contact route for machines. The homepage responds to automated requests with HTTP 200 and serves structured data.","evidence":{"locked":true,"count":2}},{"key":"commercial_rails","audience":"agent","score":65,"summary":"Prices are published in raw HTML on the pricing page and readable without JavaScript. A self-serve signup form is 2 steps from the homepage and asks for no payment information.","evidence":{"locked":true,"count":2}},{"key":"steps_to_first_value","audience":"human","score":80,"summary":"The primary call to action, 'Start free study with AI', reaches a signup form in 2 steps from the homepage. The form does not ask for payment. A visitor can create an account and begin using the product without additional friction, though.","evidence":{"locked":true,"count":1}},{"key":"required_fields","audience":"human","score":73,"summary":"The signup form has 7 fields total, 4 of which are required: Name, work email, password, and terms acceptance. Google single sign-on is offered as an alternative, which reduces friction for returning users.","evidence":{"locked":true,"count":1}},{"key":"verification_walls","audience":"human","score":80,"summary":"No email verification, phone verification, or identity verification requirement appears on the signup page. Google single sign-on is available, which bypasses email verification entirely.","evidence":{"locked":true,"count":1}},{"key":"error_recovery","audience":"human","score":76,"summary":"4 of 7 form inputs carry validation rules, such as email format or password strength. The page includes 2 inline error containers where validation messages can appear.","evidence":{"locked":true,"count":1}}],"issues":[{"rank":1,"title":"No developer documentation is linked from the homepage, in raw HTML or the rendered page, so integration starts with a search engine.","dimensionKey":"programmatic_onboarding","evidence":{"locked":true,"count":1},"fix":null},{"rank":2,"title":"No API documentation or endpoint specification is published, blocking agents from obtaining keys or integrating the product.","dimensionKey":"programmatic_onboarding","evidence":{"locked":true,"count":3},"fix":null},{"rank":3,"title":"No MCP manifest or AI plugin definition is published, preventing agents from discovering what actions the product supports.","dimensionKey":"agent_aware_instrumentation","evidence":{"locked":true,"count":3},"fix":null}],"fixArtifacts":{"locked":true,"count":5,"summaries":[{"id":"software_offer_jsonld:pricing-page","kind":"software_offer_jsonld","title":"Pricing as Offer structured data","path":"pricing page","effort":{"minutes":20,"role":"developer"},"outcome":{"dimension":"pricing_legibility","external":["Assistants comparing vendors read the plans and prices as Offer structured data."]}},{"id":"robots_search_bots:robots-txt","kind":"robots_search_bots","title":"robots.txt rules for AI crawlers","path":"/robots.txt","effort":{"minutes":10,"role":"owner"},"outcome":{"dimension":"machine_discoverability","external":["The assistants' search crawlers read and cite the site to buyers; training stays the owner's decision."]}},{"id":"interfaces_note:notes","kind":"interfaces_note","title":"Machine interfaces: where you stand","path":"notes","effort":{"minutes":10,"role":"owner"},"outcome":{"dimension":"agent_aware_instrumentation","external":["The developer surface is built in an order where every published pointer answers."]}},{"id":"pricing_md:pricing-md","kind":"pricing_md","title":"pricing.md","path":"/pricing.md","effort":{"minutes":20,"role":"owner"},"outcome":{"dimension":"agent_aware_instrumentation","external":["Agents read the price list directly instead of rendering the pricing page."]}},{"id":"sitemap_xml:sitemap-xml","kind":"sitemap_xml","title":"sitemap.xml","path":"/sitemap.xml","effort":{"minutes":20,"role":"owner"},"outcome":{"dimension":"machine_discoverability","external":["Search engines and assistant crawlers find every listed page without walking for it."]}}]},"feedback":{"endpoint":"/api/feedback","mcpTool":"rate_fix","targets":[{"type":"report","key":"report"},{"type":"dimension","dimensionKey":"machine_discoverability","key":"dimension:machine_discoverability"},{"type":"dimension","dimensionKey":"programmatic_onboarding","key":"dimension:programmatic_onboarding"},{"type":"dimension","dimensionKey":"pricing_legibility","key":"dimension:pricing_legibility"},{"type":"dimension","dimensionKey":"agent_aware_instrumentation","key":"dimension:agent_aware_instrumentation"},{"type":"dimension","dimensionKey":"machine_fetchable_trust","key":"dimension:machine_fetchable_trust"},{"type":"dimension","dimensionKey":"commercial_rails","key":"dimension:commercial_rails"},{"type":"dimension","dimensionKey":"steps_to_first_value","key":"dimension:steps_to_first_value"},{"type":"dimension","dimensionKey":"required_fields","key":"dimension:required_fields"},{"type":"dimension","dimensionKey":"verification_walls","key":"dimension:verification_walls"},{"type":"dimension","dimensionKey":"error_recovery","key":"dimension:error_recovery"},{"type":"issue","dimensionKey":"programmatic_onboarding","checkId":"api_surface","key":"issue:programmatic_onboarding:api_surface"},{"type":"issue","dimensionKey":"programmatic_onboarding","checkId":null,"key":"issue:programmatic_onboarding:-"},{"type":"issue","dimensionKey":"agent_aware_instrumentation","checkId":null,"key":"issue:agent_aware_instrumentation:-"}]}}