{"subject":{"id":"cloudflare-ai-gateway","slug":"cloudflare-ai-gateway","name":"Cloudflare AI Gateway","tagline":"Free edge gateway peer to Portkey/OpenRouter. Depot llm-ai-gateway pick stays Portkey for virtual…","website":"https://developers.cloudflare.com/ai-gateway/","status":"active","overall":8.41,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","lastReviewed":"2026-09-14","categoryIds":["cat-observability","cat-inference-apis"],"regions":["global","us","eu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14 (developers.cloudflare.com/ai-gateway/reference/pricing, updated 2026-05-19): Core gateway (analytics, caching, rate limiting, DLP profiles) free on all Cloudflare plans. 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See GET /api/pricing."},"decideHint":"/api/decide?jtbd=llm-tracing","human":"/providers/portkey","compare":"/compare/cloudflare-ai-gateway-vs-portkey"},{"id":"langfuse","slug":"langfuse","name":"Langfuse","tagline":"Depot default observability for most agent teams: open, affordable, good enough to serious.","website":"https://langfuse.com","status":"active","overall":8.66,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.25,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["llm-tracing","cost-monitoring"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"Open-source + cloud; generous self-host; cloud from ~$29–59/mo tiers; EU-friendly.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://langfuse.com","doNotParse":"Do not parse pricingNotes. 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Response also has overrides at min_prompt_tokens 200000 (prompt 0.000004). Not blended.","raw":{"field":"pricing.prompt","amount":"0.000002","unit":"usd_per_token","unitSourceUrl":"https://openrouter.ai/docs/guides/overview/models"}},{"id":"openrouter-grok-47-output","providerId":"openrouter","sku":"x-ai/grok-4.7","unit":"usd_per_million_output_tokens","amountUsd":6,"currency":"USD","sourceUrl":"https://openrouter.ai/api/v1/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":6,"normalizationReason":"per_token_field_times_1e6","priceSortEligible":false,"qualifier":"pricing.completion raw 0.000006","raw":{"field":"pricing.completion","amount":"0.000006","unit":"usd_per_token","unitSourceUrl":"https://openrouter.ai/docs/guides/overview/models"}}],"notesExcerpt":"As of 2026-09-14: Multi-provider LLM router with OpenAI-compatible API; pass-through model pricing plus small platform fee. 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Free tier ~$5/mo credits on free-tier-eligible models with lower per-model rate limits; purchasing any AI Gateway Credits ends monthly free credit …","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://vercel.com/ai-gateway","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=llm-ai-gateway","human":"/providers/vercel-ai-gateway","compare":"/compare/cloudflare-ai-gateway-vs-vercel-ai-gateway"},{"id":"arize-phoenix","slug":"arize-phoenix","name":"Arize Phoenix","tagline":"Choose Phoenix when you want open-source observability you can own. 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Helicone/Langfuse still own request-path token tracing; Vantage…","website":"https://www.vantage.sh","status":"active","overall":8.42,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.01,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cost-monitoring"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"vantage-starter","providerId":"vantage","sku":"Starter","unit":"usd_per_month","amountUsd":0,"currency":"USD","sourceUrl":"https://www.vantage.sh/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Free. Tracks up to $2,500 of cloud spend. 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Starter 'Free' with '$2,500 of cloud spend' and '3 Users'; Pro '$30 /month' with '$7,500 of cloud spend' and '5 Users'; Business '$200 /month' with '$20,000 of cloud spend' and '10 Users' (Pro and…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.vantage.sh","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cost-monitoring","human":"/providers/vantage","compare":"/compare/cloudflare-ai-gateway-vs-vantage"},{"id":"logfire","slug":"logfire","name":"Pydantic Logfire","tagline":"Best when the agent is already PydanticAI/Python and you want app+LLM traces together. 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Langfuse default tracing…","website":"https://langwatch.ai","status":"active","overall":8.06,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.35,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["llm-tracing"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14 (langwatch.ai/pricing): Developer free (50k events/mo, 14-day access, 2 users). Growth €29/core-seat/mo + 200k events then €5/100k; 30-day retention then €3/GB. Enterprise hybrid/self-host/on-prem + marketplace billing. Scenario SDK OSS (Python+TS); voice agent s…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://langwatch.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=llm-tracing","human":"/providers/langwatch","compare":"/compare/cloudflare-ai-gateway-vs-langwatch"},{"id":"comet-opik","slug":"comet-opik","name":"Comet Opik","tagline":"Pick when you already live in Comet or want OSS Opik + optional cloud. Langfuse remains cheaper OSS default…","website":"https://www.comet.com/site/products/opik/","status":"active","overall":8.04,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.37,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["llm-tracing"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14: Opik OSS self-host free. Comet Cloud free tier + Pro Cloud ~$19/mo class with ~100k spans / 60-day retention (confirm live comet.com/site/pricing). Fits teams already on Comet ML experiment tracking.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.comet.com/site/products/opik/","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=llm-tracing","human":"/providers/comet-opik","compare":"/compare/cloudflare-ai-gateway-vs-comet-opik"},{"id":"honeyhive","slug":"honeyhive","name":"HoneyHive","tagline":"Use the free Developer tier to stand up agent evals/traces in a day; Enterprise when you need self-host…","website":"https://www.honeyhive.ai","status":"active","overall":8.02,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.39,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["llm-tracing"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14 (honeyhive.ai/pricing): Developer free (no card) — 10k events/mo, 5 users, 1 workspace, 30-day retention, 1k RPM, evals + prompt versioning + CI. Enterprise custom (unlimited users/workspaces, SAML, custom retention, SLA, DPA/BAA, multi-tenant / single-tenant / h…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.honeyhive.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=llm-tracing","human":"/providers/honeyhive","compare":"/compare/cloudflare-ai-gateway-vs-honeyhive"}],"rankContract":{"style":"editorial_weighted","notAnElo":true,"note":"deltaOverallVsSubject is Depot overall (0–10) minus the subject. 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