{"uid":"cap_gbK6DrWMk9fz7XCnNwj-M","slug":"novapath-survey-audit-6ecc7ec9","name":"NovaPath Survey Audit","description":"Audit up to 10 survey items for denominator errors, incompatible source totals and multi-select percentage mistakes. Returns corrections and a review queue from aggregate inputs; no respondent records.","url":"https://instructional-decision-engine-x402.vercel.app/research/survey-audit?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"items":{"type":"array","items":{"type":"object","required":["type","answered","skipped","categoryCounts","reportedPercents"],"properties":{"type":{"enum":["single_choice","multiple_choice","matrix_item"],"type":"string"},"skipped":{"type":"integer","maximum":1000000,"minimum":0},"answered":{"type":"integer","maximum":1000000,"minimum":0},"categoryCounts":{"type":"array","items":{"type":"integer","maximum":1000000,"minimum":0},"maxItems":12,"minItems":1},"reportedPercents":{"type":"array","items":{"anyOf":[{"type":"number","maximum":100,"minimum":0},{"type":"null"}]},"maxItems":12,"minItems":1}},"additionalProperties":false},"maxItems":10,"minItems":1},"sampleRows":{"type":"integer","maximum":1000000,"minimum":0},"reportedSampleRows":{"anyOf":[{"type":"integer","maximum":1000000,"minimum":0},{"type":"null"}]},"sourceVersionAgreement":{"type":"boolean"},"uniqueRespondentsVerified":{"type":"boolean"}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.15","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":"$0.15/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.15","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.15","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_BLWWtI4sfCTa_LAthIdt0","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.15","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Audits up to 10 survey items for denominator errors, incompatible source totals, and multi-select percentage mistakes, returning corrections and a review queue.","exampleAgentPrompt":"Can you audit these 3 survey items for me — I have 450 answered and 50 skipped for a single-choice question with category counts of [200, 150, 100] and reported percents of [44.4, 33.3, 22.2], and I want to check if the totals and percentages are consistent? The overall sample is 500 respondents and source versions are in agreement.","exampleUseCases":[{"title":"Pre-publication survey data check","prompt":"Before I publish this survey report, can you audit these 8 survey questions for me? I've got a mix of single-choice and multiple-choice items — total sample is 1200 respondents, unique respondents verified, source versions agree. I need to catch any denominator errors or percentage miscalculations before the report goes out."},{"title":"Multi-select percentage error detection","prompt":"I have 5 multiple-choice survey questions where the percentages don't seem to add up right — some go over 100% which might be expected for multi-select, but I'm not sure which ones are wrong. Can you audit them with my category counts and reported percents? Sample size is 800, 750 answered and 50 skipped."},{"title":"Cross-source survey total reconciliation","prompt":"I'm seeing inconsistent totals between two versions of our survey dataset — can you check these 10 survey items to find where the source totals are incompatible? Set sourceVersionAgreement to false since the versions don't match, sample is 2000 rows, and I want a full review queue of flagged items."}],"resultDescription":"Returns a list of corrections identifying specific errors per survey item (denominator mismatches, percentage sum errors, incompatible source totals) along with a prioritized review queue of flagged items. No individual respondent records are included — all outputs are based on aggregate inputs.","failureModes":["Exceeding 10 items in the items array returns a validation error","Mismatched array lengths between categoryCounts and reportedPercents cause rejection","answered + skipped values inconsistent with sampleRows may trigger a warning or error","Null values in reportedPercents for required positions may reduce audit coverage","Non-numeric or out-of-range values in category counts cause schema validation failure"],"whenToPreferThis":"Choose this endpoint when you need to programmatically validate survey aggregate data for statistical consistency errors — especially denominator mistakes, multi-select percentage overflows, and source version mismatches — without exposing respondent-level records. Ideal for research teams doing pre-publication QA, data journalists checking survey reports, or automated pipelines auditing survey outputs before downstream analysis.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-31T18:40:04.245Z","isFirstParty":false,"canonicalSlug":"novapath-survey-audit-6ecc7ec9"}