{"uid":"cap_M4NjHS-C5mMW1BcGqNdqt","slug":"agentbit-app-text-classifier-5e2fb1a3","name":"agentbit.app Text Classifier","description":"Classify text into your labels with confidence and per-label scores. Single- or multi-label. Cheap and high-volume: routing, tagging, moderation triage, intent.","url":"https://agentbit.app/v1/ai/classify?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"text":{"type":"string","description":"The text to classify (required)."},"labels":{"type":"array","items":{"type":"string"},"description":"Allowed labels (required, up to 30)."},"multi_label":{"type":"boolean","description":"Allow multiple labels (default false)."},"instructions":{"type":"string","description":"Optional guidance on how to classify."}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.005","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":"$0.005/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.005","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.005","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_UMm2DLcWgJRjiiPimUl_y","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.005","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Classifies input text into user-defined single or multiple labels with confidence scores per label","exampleAgentPrompt":"Classify this support message into one of these labels — billing, technical-issue, account-access, or general-inquiry — and give me a confidence score: 'I can't log into my account after resetting my password yesterday.'","exampleUseCases":[{"title":"Support ticket routing by department","prompt":"Classify this incoming customer message into one of these categories: billing, refund, technical-support, or account, and tell me which one fits best: 'My invoice shows double charges for last month's subscription.'"},{"title":"Comment moderation triage","prompt":"I need to triage this user comment — classify it as safe, spam, hate-speech, or off-topic. Here's the comment: 'Buy cheap followers now at spamlink dot com!!!' Allow only one label."},{"title":"Multi-label product review tagging","prompt":"Tag this product review with all relevant labels from this list: quality, shipping, packaging, customer-service, value — allow multiple labels: 'The item arrived two days late and the box was dented, but the product itself works great for the price.'"}],"resultDescription":"Returns the predicted label or labels for the input text along with a confidence score for the top prediction and individual scores for each candidate label in the provided list. In multi-label mode, multiple labels may be returned when confidence warrants.","failureModes":["Empty text field returns validation error","More than 30 labels provided triggers a limit error","Missing required fields (text or labels) returns 400 bad request","Very ambiguous or very short text may yield low confidence scores across all labels","Labels list with only one entry may produce degenerate results","Payment failure or insufficient USDC balance returns 402 payment required"],"whenToPreferThis":"Choose this endpoint when you need fast, cheap, high-volume text classification with custom label sets — especially for routing, tagging, moderation triage, or intent detection workflows. It supports both single-label and multi-label modes and accepts optional natural-language instructions to guide the classifier, making it more flexible than fixed-schema sentiment APIs. At $0.005 per call it is cost-effective for large-scale automated pipelines.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-14T12:44:00.762Z","isFirstParty":false,"canonicalSlug":"agentbit-app-text-classifier-5e2fb1a3"}