{"uid":"cap_GA5hGt7ODwkPdX-fbiL-s","slug":"commerce-intent-supplied-group-evaluation-78e37bcb","name":"Commerce Intent Supplied-Group Evaluation","description":"Commerce intent - Supplied-group evaluation: Supplied-group evaluation 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 supplied-group evaluation deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-commerce-intent-group-evaluation?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted","group"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"group":{"type":"string","default":"","maxLength":80},"actual":{"enum":["browse","purchase","return","other"],"type":"string"},"predicted":{"enum":["browse","purchase","return","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"browse sample document number 0 for this supplied dataset.","group":"a","actual":"browse","predicted":"browse"},{"id":"example-0-1","text":"browse sample document number 1 for this supplied dataset.","group":"b","actual":"browse","predicted":"browse"},{"id":"example-0-2","text":"browse sample document number 2 for this supplied dataset.","group":"a","actual":"browse","predicted":"browse"},{"id":"example-1-0","text":"purchase sample document number 0 for this supplied dataset.","group":"a","actual":"purchase","predicted":"purchase"},{"id":"example-1-1","text":"purchase sample document number 1 for this supplied dataset.","group":"b","actual":"purchase","predicted":"purchase"},{"id":"example-1-2","text":"purchase sample document number 2 for this supplied dataset.","group":"a","actual":"purchase","predicted":"purchase"},{"id":"example-2-0","text":"return sample document number 0 for this supplied dataset.","group":"a","actual":"return","predicted":"return"},{"id":"example-2-1","text":"return sample document number 1 for this supplied dataset.","group":"b","actual":"return","predicted":"return"},{"id":"example-2-2","text":"return sample document number 2 for this supplied dataset.","group":"a","actual":"return","predicted":"return"},{"id":"example-3-0","text":"other sample document number 0 for this supplied dataset.","group":"a","actual":"other","predicted":"other"},{"id":"example-3-1","text":"other sample document number 1 for this supplied dataset.","group":"b","actual":"other","predicted":"other"},{"id":"example-3-2","text":"other sample document number 2 for this supplied dataset.","group":"a","actual":"other","predicted":"other"}],"maxItems":200,"minItems":2}}},"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_X_0eyMsyecaaaWB-Rdlm9","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":"Evaluates a supplied set of labelled commerce-intent text records (browse/purchase/return/other) broken down by group, returning per-group classification metrics and naive-Bayes baseline comparisons.","exampleAgentPrompt":"Evaluate my commerce intent predictions against ground truth labels, broken down by group — I have up to 200 labelled records where each has an ID, text, actual intent (browse, purchase, return, or other), predicted intent, and a group tag. Give me per-group metrics and a naive-Bayes baseline comparison.","exampleUseCases":[{"title":"Segment accuracy audit for A/B test","prompt":"I ran an A/B test on my intent classifier and have predicted vs actual labels for two cohorts (group A and group B). Can you evaluate the results across both groups — each record has an ID, the text, the actual intent label (browse, purchase, return, or other), and the predicted label — so I can see where group B underperforms?"},{"title":"Retail checkout intent model QA","prompt":"I need to QA my checkout intent model. I have 150 labelled product page texts with actual and predicted labels across three customer segments. Run a group-level evaluation and flag which segment has the worst purchase vs browse confusion."},{"title":"Return intent detection benchmarking","prompt":"Help me benchmark my return-intent classifier. I have a dataset of 180 customer messages labelled as browse, purchase, return, or other, split into two groups by geography. Evaluate the predictions against the actual labels per group and include a naive-Bayes baseline so I know if my model is actually adding value."}],"resultDescription":"A bounded deliverable containing per-group classification evaluation metrics for commerce intent labels (browse, purchase, return, other), including accuracy, confusion breakdown, and naive-Bayes baseline comparisons across the supplied group segments — derived entirely from the up-to-200 supplied records with no hosted model inference.","failureModes":["More than 200 records supplied — request rejected or truncated","Missing required fields (id, text, actual, predicted, group) on any record — validation error","Invalid enum value for actual or predicted (must be browse, purchase, return, or other) — schema rejection","Empty records array — no metrics producible","Record text exceeds 1000 characters — field truncated or rejected"],"whenToPreferThis":"Choose this endpoint when you have your own labelled commerce-intent dataset (up to 200 records) with actual and predicted labels and want group-level evaluation metrics — particularly when you need a quick, low-cost ($0.01 USDC) local statistical assessment with a naive-Bayes baseline, without sending data to a large hosted model or incurring training costs. Prefer over general ML evaluation platforms when the task is specifically commerce intent (browse/purchase/return/other) and segmentation by group is a first-class requirement.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-20T00:59:52.221Z","isFirstParty":false,"canonicalSlug":"commerce-intent-supplied-group-evaluation-78e37bcb"}