{"slug":"float-rfw4a5","companyName":"Float","domain":"float.com","url":"https://float.com","headline":"0 human and 5 agent dimensions measured from the pages checked; remaining dimensions are not scored.","compositeScore":56,"humanScore":null,"agentScore":56,"doorGap":null,"humanMeasured":0,"agentMeasured":5,"percentile":null,"humanPercentile":null,"agentPercentile":null,"isPartial":true,"depth":"free","siteClass":"b2b_saas","scannerVersion":49,"scannerRelease":"c49d1def936f56a5ab0871f38c5e6412433ec37a","scoringMethodologyVersion":1,"evidenceSchemaVersion":1,"benchmarkEdition":"methodology-1","scannedAt":"2026-09-10T20:22:29.289Z","unlocked":false,"mission":{"steps":[{"url":"https://www.float.com","outcome":"ok","purpose":"reach the site at all"},{"url":"https://www.float.com/robots.txt","outcome":"ok","purpose":"find out whether machines are welcome"},{"url":"https://www.float.com","outcome":"ok","purpose":"ask whether the door opens for requests carrying the AI crawlers' names"},{"url":"https://www.float.com/llms.txt","outcome":"missing","purpose":"read the site's own guide for language models"},{"url":"https://www.float.com/sitemap.xml","outcome":"ok","purpose":"find out what pages exist"},{"url":"https://www.float.com/.well-known/security.txt","outcome":"missing","purpose":"find a contact route for machines"},{"url":"https://www.float.com","outcome":"missing","purpose":"find an MCP manifest at the standard paths checked"},{"url":"https://www.float.com/.well-known/ai-plugin.json","outcome":"missing","purpose":"find an agent plugin manifest"},{"url":"https://www.float.com","outcome":"missing","purpose":"find out whether verified agents are recognised"},{"url":"https://www.float.com","outcome":"ok","purpose":"read the homepage as data rather than as a page"},{"url":"https://www.float.com","outcome":"missing","purpose":"find a machine readable API spec"},{"url":"https://www.float.com","outcome":"ok","purpose":"read the developer documentation"},{"url":"https://www.float.com/pricing","outcome":"ok","purpose":"read the prices without running JavaScript"},{"url":"https://www.float.com","outcome":"missing","purpose":"find a comparison page worth citing"}],"verdict":"The scanner recorded successful observations for 7 of 14 checks, but could not read the site's own guide for language models. It came up empty on 6 other checks too. 1 check could not be measured; see the report limitations."},"observations":[{"url":"https://app.float.com/join","step":1,"detail":"The signup path at app.float.com is closed to automated visitors by robots.txt, so an agent honouring it did not open that destination. Its contents were not observed. The rule is \"Disallow: /\".","moment":"Entry observation","verdict":"unmeasured"}],"dimensions":[{"key":"machine_discoverability","audience":"agent","score":97,"summary":"No restriction on the tested crawler names was found in robots.txt. On its first visit, our browser read the homepage. No user agent rule refused the tested retrieval crawler names.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":7}},{"key":"programmatic_onboarding","audience":"agent","score":30,"summary":"Authentication is documented. Endpoint examples are shown. Code samples are provided.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":1}},{"key":"pricing_legibility","audience":"agent","score":96,"summary":"4 prices are readable without JavaScript. An enterprise tier routes to sales, which is standard practice and not counted against the score. The plans are published as Offer structured data too. The pricing page carries FAQ markup.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":1}},{"key":"agent_aware_instrumentation","audience":"agent","score":18,"summary":"No MCP manifest was identified at the discovery paths checked. Developer documentation describes an API, but only in prose.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":4}},{"key":"machine_fetchable_trust","audience":"agent","score":40,"summary":"No security.txt was identified at the checked path. The homepage answers automated requests.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":2}},{"key":"commercial_rails","audience":"agent","score":null,"summary":"Not measured: robots.txt did not permit our scanner to read the required page.","measurement":{"reason":"robots_refusal","status":"unmeasured"},"evidence":{"locked":true,"count":0}},{"key":"steps_to_first_value","audience":"human","score":null,"summary":"Not measured: robots.txt did not permit our scanner to read the required page.","measurement":{"reason":"robots_refusal","status":"unmeasured"},"evidence":{"locked":true,"count":0}},{"key":"required_fields","audience":"human","score":null,"summary":"Not measured: robots.txt did not permit our scanner to read the required page.","measurement":{"reason":"robots_refusal","status":"unmeasured"},"evidence":{"locked":true,"count":0}},{"key":"verification_walls","audience":"human","score":null,"summary":"Not measured: robots.txt did not permit our scanner to read the required page.","measurement":{"reason":"robots_refusal","status":"unmeasured"},"evidence":{"locked":true,"count":0}},{"key":"error_recovery","audience":"human","score":null,"summary":"Not measured: robots.txt did not permit our scanner to read the required page.","measurement":{"reason":"robots_refusal","status":"unmeasured"},"evidence":{"locked":true,"count":0}}],"issues":[{"rank":1,"title":"No valid security.txt was identified at /.well-known/security.txt.","dimensionKey":"machine_fetchable_trust","evidence":["/.well-known/security.txt: not found (404)","Checked URL: https://www.float.com/.well-known/security.txt"],"fix":"Publish /.well-known/security.txt with a contact route."},{"rank":2,"title":"No valid llms.txt was identified at the site root.","dimensionKey":"machine_discoverability","evidence":{"locked":true,"count":2},"fix":null}],"fixArtifacts":{"locked":true,"count":6,"summaries":[{"id":"comparison_page_brief:compare-float-vs-competitor","kind":"comparison_page_brief","title":"A comparison page brief","path":"/compare/float-vs-competitor","effort":{"minutes":180,"role":"owner"},"outcome":{"dimension":"machine_discoverability","external":["A server-rendered comparison page exists for an assistant to cite."]}},{"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":["A plain-text price list is available at the published URL."]}},{"id":"organization_jsonld:homepage","kind":"organization_jsonld","title":"Organization structured data","path":"homepage","effort":{"minutes":15,"role":"developer"},"outcome":{"dimension":"machine_discoverability","external":["The homepage publishes the reviewed company entity as structured data."]}},{"id":"security_txt:well-known-security-txt","kind":"security_txt","title":"security.txt","path":"/.well-known/security.txt","effort":{"minutes":10,"role":"owner"},"outcome":{"dimension":"machine_fetchable_trust","external":["Researchers and automated scanners find a disclosure address instead of guessing one."]}},{"id":"llms_txt:llms-txt","kind":"llms_txt","title":"llms.txt","path":"/llms.txt","effort":{"minutes":15,"role":"owner"},"outcome":{"dimension":"machine_discoverability","external":["Assistants that read llms.txt get a curated map of the site instead of guessing from the homepage."]}}]},"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":"machine_fetchable_trust","checkId":"security_txt","key":"issue:machine_fetchable_trust:security_txt"},{"type":"issue","dimensionKey":"machine_discoverability","checkId":"llms_txt","key":"issue:machine_discoverability:llms_txt"}]}}