{"uid":"cap_6yZuTPmSf87VQWD2a6DNj","slug":"scentpulse-blind-buy-risk-score-0bd3b8df","name":"ScentPulse Blind-Buy Risk Score","description":"Blind-buy risk score for a fragrance you have not sniffed — composite score from polarizing-note flags, review-sentiment spread, batch-variation and reformulation history, discontinuation risk, and counterfeit prevalence, with price exposure context.","url":"https://scentpulse-xi.vercel.app/api/scent/blind-buy-risk","method":"GET","headers":{},"bodySchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["input"],"properties":{"input":{"type":"object","required":["type","method"],"properties":{"type":{"type":"string","const":"http"},"method":{"enum":["GET","HEAD","DELETE"],"type":"string"},"queryParams":{"type":"object","properties":{"lang":{"type":"string","description":"en | de | fr | es | ar | ja | ko | zh | pt"},"brand":{"type":"string","description":"Dior | YSL | Creed (optional)"},"fragrance":{"type":"string","description":"Fahrenheit | Kouros | Original Santal (required — fragrance to assess)"},"price_paid_usd":{"type":"string","description":"optional — how much you paid, to frame price exposure"}}}},"additionalProperties":false},"output":{"type":"object","required":["type"],"properties":{"type":{"type":"string"},"errors":{"type":"object","description":"Documented error responses, keyed by HTTP status code","additionalProperties":{"type":"object","required":["description"],"properties":{"example":{"type":"object"},"description":{"type":"string"}}}},"example":{"type":"object"}}}}},"responseSchema":{"type":"json","example":{"fragrance":"Fahrenheit","risk_band":"moderate","risk_score":55}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.12","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":"$0.12/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.12","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.12","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_hUowGT3fTnQsqzgplOhTd","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.12","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Returns a composite blind-buy risk score for a fragrance, synthesizing polarizing-note flags, review-sentiment spread, batch variation, reformulation history, discontinuation risk, counterfeit prevalence, and price exposure context.","exampleAgentPrompt":"What's the blind-buy risk score for Creed Aventus Eau de Parfum? I'm thinking of spending $400 on a full bottle without sampling it — give me the full breakdown including any reformulation issues, counterfeit risk, and polarizing notes.","exampleUseCases":[{"title":"Expensive blind buy decision","prompt":"I'm about to spend $320 on a bottle of Tom Ford Tobacco Vanille without ever smelling it — can you pull the blind-buy risk score and tell me if there are any polarizing notes, reformulation concerns, or counterfeit problems I should know about?"},{"title":"Gift purchase risk check","prompt":"I want to buy my partner a bottle of Maison Margiela Replica Jazz Club as a surprise gift, so there's no sampling option — what's the blind-buy risk on that one, and is the price exposure worth it?"},{"title":"New release evaluation","prompt":"There's a new Parfums de Marly release I'm eyeing but it's only available online with no testers near me — can you run a blind-buy risk assessment on Parfums de Marly Layton and flag any sentiment spread or batch variation issues?"}],"resultDescription":"A composite blind-buy risk score (likely numeric or tiered) for the requested fragrance, accompanied by a breakdown of contributing factors: polarizing-note flags indicating potentially divisive ingredients, review-sentiment spread showing how polarized community opinion is, batch-variation and reformulation history alerts, discontinuation risk signal, counterfeit prevalence rating, and price exposure context helping the buyer weigh financial risk against the score.","failureModes":["Unknown or obscure fragrance not in the database — may return no results or low-confidence score","Ambiguous fragrance name (e.g. house name only, no specific scent) — may require more specific input","Fragrance too new to have sufficient review or reformulation data — score may be low-confidence","Payment failure via x402 protocol — request not processed","Rate limiting or server error from Vercel-hosted endpoint"],"whenToPreferThis":"Use this endpoint when a user is considering purchasing a fragrance they have never smelled and wants an objective, multi-factor risk assessment before committing money. It is ideal when the user mentions blind buying, no access to testers, online-only purchase, or concern about reformulation, counterfeits, or polarizing notes. Prefer this over general fragrance lookups (note-profile, dupe-finder) when the primary concern is purchase risk rather than fragrance discovery or finding alternatives.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-09-14T06:41:40.462Z","isFirstParty":false}