{"id":"agent-cloud-finops","slug":"agent-cloud-finops","name":"Unified cloud + GPU + LLM FinOps","shortName":"Unified cloud + GPU + LLM FinOps","problemStatement":"Allocate OpenAI/Anthropic/Modal/GPU spend per agent, customer, or feature next to the AWS bill — not just token traces in a gateway.","whenNotTopPick":"Only need request-path token tracing — Helicone; finance wants AI unit-economics and will buy a sales-led platform — CloudZero.","categoryIds":["cat-observability"],"depotPickProviderId":"vantage","depotPickRationale":"pricePerf of the FinOps tool itself + coverage of LLM/GPU connectors. Distinct from cost-monitoring (request-path token traces; pick Langfuse since 2026-10-21).","runnersUpIds":["helicone","cloudzero","langfuse"],"weights":{"capabilityFit":0.25,"pricePerformance":0.18,"latencyReliability":0.15,"developerDx":0.15,"privacyPosture":0.1,"lockInRisk":0.07,"maturity":0.1},"methodologyNotes":"pricePerf of the FinOps tool itself + coverage of LLM/GPU connectors. Distinct from cost-monitoring (request-path token traces; pick Langfuse since 2026-10-21).","tags":["agent"],"depth":{"whenNotToUse":{"text":"Only need request-path token tracing — Helicone; finance wants AI unit-economics and will buy a sales-led platform — CloudZero.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"helicone","name":"Helicone","overallForJob":8.13,"pickOverallForJob":8.42,"beatsPickOn":[],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":4,"runnerUpLockInRisk":4,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[],"migration":null,"migrationReason":"no_stored_migration_data","derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"freshness":{"pick":{"score":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":3,"sourcesReachable":3,"pricingRows":3,"pricingRowsReconfirmed":3,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}}}}