{"uid":"cap_yPzlSEpkrkq3AXydhAZqj","slug":"commerce-intent-low-confidence-review-queue-317fc578","name":"Commerce Intent Low-Confidence Review Queue","description":"Commerce intent - Low-confidence review queue: Low-confidence review queue for Commerce intent. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded low-confidence review queue deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-commerce-intent-review-queue?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted","probabilities"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["browse","purchase","return","other"],"type":"string"},"predicted":{"enum":["browse","purchase","return","other"],"type":"string"},"probabilities":{"type":"array","items":{"type":"number","default":0,"maximum":1,"minimum":0},"default":[],"maxItems":4,"minItems":4}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"browse sample document number 0 for this supplied dataset.","actual":"browse","predicted":"browse","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-1","text":"browse sample document number 1 for this supplied dataset.","actual":"browse","predicted":"browse","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-2","text":"browse sample document number 2 for this supplied dataset.","actual":"browse","predicted":"browse","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-1-0","text":"purchase sample document number 0 for this supplied dataset.","actual":"purchase","predicted":"purchase","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-1","text":"purchase sample document number 1 for this supplied dataset.","actual":"purchase","predicted":"purchase","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-2","text":"purchase sample document number 2 for this supplied dataset.","actual":"purchase","predicted":"purchase","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-2-0","text":"return sample document number 0 for this supplied dataset.","actual":"return","predicted":"return","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-1","text":"return sample document number 1 for this supplied dataset.","actual":"return","predicted":"return","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-2","text":"return sample document number 2 for this supplied dataset.","actual":"return","predicted":"return","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-3-0","text":"other sample document number 0 for this supplied dataset.","actual":"other","predicted":"other","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-1","text":"other sample document number 1 for this supplied dataset.","actual":"other","predicted":"other","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-2","text":"other sample document number 2 for this supplied dataset.","actual":"other","predicted":"other","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]}],"maxItems":200,"minItems":2},"minimum_confidence":{"type":"number","default":0.7,"maximum":1,"minimum":0}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","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":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_pB8Y5x4eEdRL1YqwjtXO4","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Identifies and surfaces low-confidence predictions in a commerce intent classifier (browse/purchase/return/other) for up to 200 labelled text records, using local naive-Bayes baselines and evaluation tools.","exampleAgentPrompt":"I have 200 labelled customer query texts with their actual and predicted commerce intents (browse, purchase, return, or other) plus the 4-class probabilities for each — can you run them through the low-confidence review queue to flag the uncertain predictions I should manually check?","exampleUseCases":[{"title":"Flag uncertain checkout intent predictions","prompt":"I've got 150 customer messages where my classifier predicted 'purchase' but I'm not sure it got them right — here are the actual labels, predicted labels, and 4-class probabilities for each. Can you put together the low-confidence review queue so I know which ones to send to a human reviewer?"},{"title":"Audit browse vs return misclassifications","prompt":"I need to review my commerce intent model's uncertain calls on 80 support tickets — each record has the text, the actual intent (browse, return, purchase, or other), the predicted intent, and the probability scores. Can you surface the low-confidence cases so I can prioritize corrections?"},{"title":"Baseline evaluation for intent classifier QA","prompt":"Before I retrain my commerce intent model, I want to evaluate which of my 200 training examples had the lowest prediction confidence across browse, purchase, return, and other — can you run the low-confidence review queue on my labelled dataset and give me the flagged records?"}],"resultDescription":"A bounded deliverable containing the low-confidence review queue: a curated set of records from the submitted batch where predicted commerce intent probabilities fall below confidence thresholds, along with local dataset evaluation metrics and naive-Bayes baseline comparison results for browse, purchase, return, and other classes.","failureModes":["Records array exceeds 200 items — endpoint rejects or truncates input","Missing required fields (id, text, actual, predicted, probabilities) on any record causes validation error","Probabilities array not exactly length 4 or values outside [0,1] causes schema rejection","Empty records array returns empty review queue with no useful output","Text field exceeds 1000 characters per record causing truncation or rejection"],"whenToPreferThis":"Choose this endpoint when you have up to 200 pre-labelled commerce intent records (browse/purchase/return/other) with class probabilities and want to identify low-confidence predictions for human review or model auditing — particularly useful in ML evaluation pipelines where no hosted model is needed and local naive-Bayes baselines suffice. Prefer this over full retraining or foundation-model endpoints when the goal is targeted QA on uncertain predictions rather than generating new labels.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-11T06:56:24.740Z","isFirstParty":false,"canonicalSlug":"commerce-intent-low-confidence-review-queue-317fc578"}