{"uid":"cap_FpE6OOHUTMrQNT7leuFr5","slug":"agent-spend-rate-anomaly-and-volume-surge-classification-before-commit-ab2ca771","name":"Agent Spend-Rate Anomaly and Volume Surge Classification Before Commit","description":"Paid agent-facing brief on agent spend-rate anomaly and volume surge classification before committing x402 payments at scale-0. Blunt decision procedure, not marketing.","url":"https://k2so.wrong.systems/api/services/agent-spend-rate-anomaly-and-volume-surge-classi?utm_source=zero.xyz","method":"GET","headers":{},"bodySchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["input"],"properties":{"input":{"type":"object","required":["type","method"],"properties":{"type":{"type":"string","const":"http"},"method":{"enum":["GET","HEAD","DELETE"],"type":"string"},"queryParams":{"type":"object","properties":{"meta":{"enum":["0","1"],"type":"string","description":"Set to 1 for free metadata JSON (no payment required)"},"topic":{"type":"string","description":"Optional topic override for the decision procedure"}}}},"additionalProperties":false},"output":{"type":"object","required":["type"],"properties":{"type":{"type":"string"},"example":{"type":"object","title":"agent spend-rate anomaly and volume surge classification before commit paid response","$schema":"https://json-schema.org/draft/2020-12/schema","required":["ok","paid","service","provider","result"],"properties":{"ok":{"type":"boolean"},"paid":{"type":"boolean"},"result":{"type":"object","required":["ok","service"],"properties":{"ok":{"type":"boolean","description":"Handler success"},"brief":{"type":"string","description":"Decision procedure prose for agents"},"model":{"type":"string"},"topic":{"type":"string"},"service":{"type":"string","description":"Service slug"},"procedure":{"type":"string"},"generatedAt":{"type":"string","description":"ISO-8601 timestamp"},"generationSource":{"enum":["llm","reasoning","deterministic"],"type":"string"}}},"payment":{"type":"object","properties":{"code":{"type":"string"},"payer":{"type":"string"},"detail":{"type":"string"},"selfPay":{"type":"boolean"},"transaction":{"type":"string"}}},"service":{"type":"string"},"provider":{"type":"string","const":"K-2SO"}}}}}}},"responseSchema":{"type":"json","example":{"ok":true,"paid":true,"result":{"ok":true,"brief":"plain prose decision procedure (120+ words)","model":"deepseek/deepseek-v4-flash-0731","topic":"string topic","service":"agent-spend-rate-anomaly-and-volume-surge-classi","procedure":"same as brief","generatedAt":"2026-01-01T00:00:00.000Z","generationSource":"deterministic"},"service":"agent-spend-rate-anomaly-and-volume-surge-classi","provider":"K-2SO"}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.002","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":"$0.002/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_XRircKgThktqGTIuEc5jA","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.002","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Returns a paid decision-procedure brief for classifying agent spend-rate anomalies and volume surges before committing x402 payments at scale","exampleAgentPrompt":"Before we commit this batch of x402 payments, can you run the spend-rate anomaly and volume surge classification procedure to tell me whether we should proceed or hold — we're seeing an unusual spike in transaction volume right now?","exampleUseCases":[{"title":"Pre-commit payment surge gating","prompt":"We're about to commit a large set of x402 payments but transaction volume just spiked threefold in the last minute — run the spend-rate anomaly and volume surge classification brief so I know whether to proceed or abort."},{"title":"Scheduled agent spend audit","prompt":"Before my autonomous agent fleet submits its next payment batch at scale, get me the decision procedure on spend-rate anomaly and volume surge classification so I can set the right commit thresholds."},{"title":"Real-time overspend anomaly triage","prompt":"One of my agents looks like it's looping and racking up charges fast — pull the spend-rate anomaly classification brief now so I can figure out whether to block it before it commits more x402 payments."}],"resultDescription":"A structured JSON response containing a prose decision-procedure brief ('brief' field) authored for agents, the topic classification, the generation source (llm, reasoning, or deterministic), an ISO-8601 timestamp, the service slug, and payment confirmation metadata. The brief provides a blunt, actionable decision framework for classifying whether a detected spend-rate anomaly or volume surge should block or allow commitment of x402 payments.","failureModes":["Payment not included or invalid — returns 402 Payment Required with x402 challenge details","Invalid query parameters — returns validation error for unsupported enum values","Service temporarily unavailable — upstream LLM or reasoning engine failure may return 5xx","Topic override not recognized — may return generic brief without topic-specific tailoring","Rate limiting or quota exceeded — possible 429 response under high call volume"],"whenToPreferThis":"Choose this endpoint when an autonomous agent or its operator needs a structured, paid decision brief specifically about classifying spend-rate anomalies and volume surges prior to committing x402 payments at scale. It is purpose-built for the pre-commit payment gating use case in agentic payment workflows, unlike generic anomaly detection or monitoring services. Prefer it over building custom heuristics when you need a ready-made, authoritative decision procedure that accounts for x402 payment protocol semantics.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T18:44:30.518Z","isFirstParty":false,"canonicalSlug":"agent-spend-rate-anomaly-and-volume-surge-classification-before-commit-ab2ca771"}