{"uid":"cap_pTPp3puVremuHQxUp5x_e","slug":"image-understanding-text-fallback-vision-e37b4351","name":"Image Understanding (Text-Fallback Vision)","description":"[preview] Image understanding. Currently TEXT-FALLBACK ONLY — no vision model is loaded. Priced accordingly.","url":"https://linked-aimed-reproduced-changing.trycloudflare.com/v1/vision?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"usage":{"type":"object"},"choices":{"type":"array"}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.02","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"down","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.02/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.02","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.02","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_qAB5Y6ytRADhcwy847mD4","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.02","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Accepts image-related queries but currently operates in text-fallback mode — no vision model is loaded; returns text-based responses priced accordingly.","exampleAgentPrompt":"Can you use the vision endpoint to analyze what's in this image — I know it's currently running in text-fallback mode, so just give me whatever description it returns.","exampleUseCases":[{"title":"Automated image captioning pipeline","prompt":"I need to send this product image through the vision API and get back a text description — even if it's just the text-fallback response for now, that's fine for our pipeline."},{"title":"Image content moderation stub","prompt":"Can you call the vision endpoint on this uploaded screenshot and tell me what it says about the content? We're testing the integration and text-fallback mode is acceptable at this stage."},{"title":"Low-cost image triage workflow","prompt":"I want to submit a batch of images to the vision endpoint at $0.02 each — it's in text-fallback mode but I just need basic content descriptions to triage which images need manual review."}],"resultDescription":"Returns a response object containing a choices array with text-based answers and a usage object with token/billing metadata. In the current text-fallback mode, no actual image pixels are analyzed by a vision model — the response is text-only.","failureModes":["No vision model loaded — only text-fallback responses available, not true image analysis","Malformed input schema (missing required fields) may return 4xx error","Service may be offline since it runs on a temporary Cloudflare tunnel (trycloudflare.com domain)","Payment failure via x402 protocol may block the request","Rate limiting or capacity issues on the local GPU node"],"whenToPreferThis":"Choose this endpoint when you need a low-cost ($0.02/call) placeholder vision API that returns text-fallback responses, suitable for testing integrations or pipelines where real image analysis is not yet required. Not suitable when actual pixel-level image understanding or true vision model output is needed.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-13T03:28:52.454Z","isFirstParty":false,"canonicalSlug":"image-understanding-text-fallback-vision-e37b4351"}