{"uid":"cap_kkBQGn-ayJjMvVyOQd5HD","slug":"provider-quality-predictor-c9831736","name":"Provider Quality Predictor","description":"Estimate success, quality, latency and cost with sample-aware uncertainty","url":"https://phion.systems/v1/paid/trust/provider-quality-predictor?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["input","output"],"properties":{"input":{"type":"object","required":["body"],"properties":{"body":{"type":"object","additionalProperties":true}}},"output":{"type":"object","required":["example"],"properties":{"example":{"type":"object","additionalProperties":true}}}}},"responseSchema":{"type":"json"},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.004","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":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.004/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.004","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.004","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_WlSJUGezIttp8h6goeYeB","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.004","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Estimates success probability, quality, latency, and cost for an AI agent service provider, including sample-aware uncertainty quantification","exampleAgentPrompt":"Before I call this provider, can you predict its success rate, expected quality, latency, and cost — factoring in the sample data I have so far — and tell me how uncertain those estimates are?","exampleUseCases":[{"title":"Pre-call provider vetting","prompt":"I'm about to send a task to a new AI service provider and I want to know upfront — what's the predicted success rate, quality level, and expected latency and cost, given the 12 sample observations I've collected so far?"},{"title":"Multi-provider comparison for routing","prompt":"I have three provider candidates for an image-captioning step in my pipeline. Can you run quality and cost predictions for each one so I can pick the best option, including uncertainty ranges so I know how much to trust the estimates?"},{"title":"Budget-sensitive workflow planning","prompt":"My agent workflow has a strict cost budget and a 95% success requirement. Can you estimate whether this provider meets those thresholds — and flag how confident you are given that I only have 5 samples so far?"}],"resultDescription":"Returns predicted success probability, quality score, expected latency, and estimated cost for the specified provider, along with sample-aware uncertainty bounds that reflect how confident the model is given the number of observations provided.","failureModes":["Insufficient sample data leading to very wide uncertainty intervals","Unknown or unrecognized provider identifier causing a 404 or empty prediction","Malformed input payload returning a 400 validation error","Provider context outside training distribution resulting in low-confidence estimates","Timeout if upstream inference is slow"],"whenToPreferThis":"Use this endpoint when you need to make a data-driven go/no-go decision about calling a provider before committing resources or payments, especially when you have limited sample observations and need uncertainty-aware estimates rather than point predictions. Prefer this over static provider registries or simple uptime checks when quality, cost, and latency all factor into your routing decision.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-20T06:50:18.355Z","isFirstParty":false,"canonicalSlug":"provider-quality-predictor-c9831736"}