{"jtbd":{"id":"continuous-eval-ci","slug":"continuous-eval-ci","name":"Continuous eval gates in CI/CD","shortName":"Eval CI gates","problemStatement":"Block merges when agent prompts/tools regress — hosted eval suites, datasets, and pass/fail gates wired to GitHub/GitLab CI."},"pick":{"id":"braintrust","slug":"braintrust","name":"Braintrust","tagline":"Depot pick when evals are the product quality gate. 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Braintrust when you want hosted collaboration; Promptfoo when you want local/CI…","website":"https://www.promptfoo.dev","overall":8.46,"scoreBand":{"low":7.9,"mid":8.5,"high":9.1,"halfWidth":0.6,"basis":"editorial_prior","display":"7.9–9.1 (editorial prior)"},"scoreLayers":{"editorialPrior":8.46,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","pricingNotes":"As of 2026-10-24 (promptfoo.dev/pricing, fetched 2026-10-24): Community 'Free Forever' ('Our open-source tool, perfect for individual developers and small teams.') with 'Red teaming (10k probes/month)' and 'Run locally or self-host on your own infrastructure'; 'A probe is a single request made to your target system during red team testing.' Enterprise 'Custom' ('Contact us for a personalized quote.'; 'Enterprise customers can purchase additional probes for larger scale testing.'; 'Managed cloud deployment'). On-Premise 'Custom' ('Deployment on your own infrastructure'). No list price is published, so Enterprise price stays null.","scores":{"capabilityFit":8.2,"pricePerformance":9.2,"latencyReliability":7.8,"developerDx":8.8,"privacyPosture":9,"lockInRisk":2.5,"maturity":8,"overall":8.46,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},{"id":"confident-ai","slug":"confident-ai","name":"Confident AI","tagline":"Best when your team already thinks in pytest/DeepEval. Braintrust remains Depot hosted-evals default…","website":"https://www.confident-ai.com","overall":8.15,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.15,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (confident-ai.com/pricing): Free forever (2 seats, 1 project, 5 test runs/week, 1 GB-mo traces). Starter $200/mo (5 projects, 5 GB-mo then $1/GB-mo). Team $2,000/mo (unlimited projects, 75 GB-mo). Enterprise custom (on-prem, HIPAA, residency). Online eval tokens ~$0.05/$0.40 per 1M in/out.","scores":{"capabilityFit":8.6,"pricePerformance":7.8,"latencyReliability":8,"developerDx":9,"privacyPosture":7.8,"lockInRisk":4.5,"maturity":7.2,"overall":8.15,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"langsmith","slug":"langsmith","name":"LangSmith","tagline":"If you live in LangGraph, LangSmith is the obvious observatory. Otherwise compare Langfuse/Helicone first.","website":"https://www.langchain.com/langsmith","overall":8.25,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.25,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Seat + trace volume pricing; deep LangChain/LangGraph integration; Plus tiers from tens of $/mo.","scores":{"capabilityFit":9,"pricePerformance":7,"latencyReliability":8.8,"developerDx":9,"privacyPosture":7.8,"lockInRisk":6.5,"maturity":8.8,"overall":8.25,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"patronus","slug":"patronus","name":"Patronus AI","tagline":"Layer on when regulated hallucination/safety gates matter more than general CI evals. Lakera for injection…","website":"https://www.patronus.ai","overall":7.3,"scoreBand":{"low":6.7,"mid":7.3,"high":7.9,"halfWidth":0.6,"basis":"editorial_prior","display":"6.7–7.9 (editorial prior)"},"scoreLayers":{"editorialPrior":7.3,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: Enterprise evaluation/safety platform (Lynx hallucination detector, Glider judge). Public list price thin — secondary reports cite ~$25/mo Base + per-1k evaluator calls; treat as sales-led until official card pinned. Series-B backed.","scores":{"capabilityFit":8.4,"pricePerformance":5.5,"latencyReliability":8,"developerDx":7.2,"privacyPosture":8.5,"lockInRisk":5.5,"maturity":7.5,"overall":7.3,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}}],"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.34,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"braintrust","pickName":"Braintrust","pickScore":8.34,"highestScoredCandidateId":"promptfoo","highestScoredCandidateName":"Promptfoo","highestScore":8.46,"pickHasLowerCompositeScore":true,"delta":-0.12,"pickLeadsOnDimensions":["capabilityFit (9.2 vs 8.2)","latencyReliability (8.6 vs 7.8)","maturity (8.2 vs 8)"],"explanation":"Braintrust (8.34) is the editorial pick for Continuous eval gates in CI/CD over higher-composite Promptfoo (8.46) because composite scores are provider-wide priors while Braintrust wins on capabilityFit (9.2 vs 8.2), latencyReliability (8.6 vs 7.8), maturity (8.2 vs 8): Distinct from `evals` (general harness): CI gate DX + dataset versioning + flake control. 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Re-fetched twice 2026-10-25 (~10 s apart, plain curl, no login): GitHub blob page HTTP 200, no redirect (page chrome differs between fetches); raw LICENSE fetched twice too, HTTP 200, byte-identical: 'Copyright (c) Promptfoo 2025' / 'Permission is hereby granted, free of charge'. The file is the MIT permission text without an 'MIT License' heading. License unchanged.","limits":null,"asOf":"2026-10-25","freeType":"dev_tool","substitutable":true}],"referenceDocs":[],"falsification":{"jtbdId":"continuous-eval-ci","jtbdName":"Continuous eval gates in CI/CD","currentPickId":"braintrust","currentPickScore":8.34,"challengerId":"promptfoo","challengerScore":8.46,"currentScoreGap":0.12,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.27,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Promptfoo (promptfoo) outperforms Braintrust (braintrust) by >= 0.27 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Braintrust's representative SKU for continuous-eval-ci without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=braintrust) or sustained >= 30% degraded/failed rate in verified production outcomes."],"frozenHoldoutPolicy":{"holdoutSplit":"20% frozen benchmark holdout tasks + 80% live production outcome receipts","requireCountersignReceipt":true,"requiredEvidenceTiers":["outcome_verified","reference_checked"],"minDistinctContributors":2,"antiGamingRule":"Unverified self-reports and seed/editorial rows never mutate picks or scores."},"triggers":[{"kind":"verified_outcomes_outperformance","challengerId":"promptfoo","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.27,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"braintrust","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"braintrust","immediateOverrideUrl":"/api/decide?jtbd=continuous-eval-ci&exhausted=braintrust"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=continuous-eval-ci","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"continuous-eval-ci","providerId":"promptfoo","outcome":"worked","detail":"Comparative production evaluation on continuous-eval-ci (n>=10 tasks) with Countersign receipt.","confidence":"high","receipt":{"countersign":{"claim_id":"cs-00000000","status":"verified","evidence_tier":"outcome_verified","counts_as_verified":true}}}}},"whatWouldChangePick":["Promptfoo (promptfoo) outperforms Braintrust (braintrust) by >= 0.27 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Braintrust's representative SKU for continuous-eval-ci without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=braintrust) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"continuous-eval-ci","primary":{"providerId":"braintrust","name":"Braintrust","overall":8.34,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.34,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","role":"primary","reason":"Editorial Depot Pick for Continuous eval gates in CI/CD; 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