{"subject":{"id":"vantage","slug":"vantage","name":"Vantage","tagline":"Depot pick for unified cloud+GPU+LLM FinOps. 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","lastReviewed":"2026-09-14","categoryIds":["cat-observability"],"regions":["global","us"],"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. That figure is a cap, not a fee."},{"id":"vantage-pro","providerId":"vantage","sku":"Pro","unit":"usd_per_month","amountUsd":30,"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":"Up to $7,500 of tracked cloud spend. The spend cap is not a fee."},{"id":"vantage-business","providerId":"vantage","sku":"Business","unit":"usd_per_month","amountUsd":200,"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":"Up to $20,000 of tracked cloud spend. The spend cap is not a fee."}],"notesExcerpt":"As of 2026-10-24 (vantage.sh/pricing, fetched 2026-10-24): 'Simple, Fixed Pricing'. 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."}},"relatedJtbdSlugs":["cost-monitoring","agent-cloud-finops","llm-cost-anomaly-alerts"],"alternatives":[{"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":0.24,"roles":["same_jtbd_pick","same_jtbd_runner"],"sharedJtbdSlugs":["cost-monitoring","agent-cloud-finops","llm-cost-anomaly-alerts"],"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. 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=cost-monitoring","human":"/providers/langfuse","compare":"/compare/vantage-vs-langfuse"},{"id":"helicone","slug":"helicone","name":"Helicone","tagline":"Maintenance mode since 2026-03-03 (Mintlify); site now says 'no longer part of Mintlify'. Runner-up only, not a pick.","website":"https://www.helicone.ai","status":"active","overall":8.13,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":-0.29,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cost-monitoring","agent-cloud-finops","llm-cost-anomaly-alerts"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"Proxy/gateway logging; usage-based plans from low tens of $/mo; open-source components.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://www.helicone.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=cost-monitoring","human":"/providers/helicone","compare":"/compare/vantage-vs-helicone"},{"id":"portkey","slug":"portkey","name":"Portkey","tagline":"Depot pick for production AI gateway (fallbacks, virtual keys, budgets). OpenRouter when you want a model…","website":"https://portkey.ai","status":"active","overall":8.31,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.11,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cost-monitoring","llm-cost-anomaly-alerts"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"portkey-production-usd-per-month","providerId":"portkey","sku":"Production","unit":"usd_per_month","amountUsd":49,"currency":"USD","sourceUrl":"https://portkey.ai/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Gateway plan. 100k recorded logs, then +$9 per additional 100k requests. Not a model token rate. Enterprise is custom and was omitted."}],"notesExcerpt":"As of 2026-09-14 (portkey.ai/pricing): Developer free forever (10k logs/mo, 3-day log / 30-day metrics retention). Production $49/mo (100k logs, +$9/100k overage, 30/90-day retention, guardrails, RBAC). Enterprise custom (10M+ logs, VPC, HIPAA/BAA, private cloud). OSS self-host g…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://portkey.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":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cost-monitoring","human":"/providers/portkey","compare":"/compare/vantage-vs-portkey"},{"id":"cloudzero","slug":"cloudzero","name":"CloudZero","tagline":"Pick when finance wants AI unit economics and will sit through a sales cycle. Vantage for self-serve agent…","website":"https://www.cloudzero.com","status":"active","overall":7.73,"scoreKind":"curated_estimate","confidence":"medium","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.69,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["agent-cloud-finops","llm-cost-anomaly-alerts"],"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: Single subscription, all capabilities included; custom quote aligned to environment complexity (not a public % of spend). Unlimited sources/users/dimensions/dashboards, hourly granularity, anomaly detection, MCP integration. No free tier / no list price. Positio…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.cloudzero.com","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=agent-cloud-finops","human":"/providers/cloudzero","compare":"/compare/vantage-vs-cloudzero"},{"id":"openrouter","slug":"openrouter","name":"OpenRouter","tagline":"Best multi-model router for agents that need failover and experimentation. Pin providers in production; don’t…","website":"https://openrouter.ai","status":"active","overall":8,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.42,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cost-monitoring"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":2,"rows":[{"id":"openrouter-claude-sonnet-55-input","providerId":"openrouter","sku":"anthropic/claude-sonnet-5.5","unit":"usd_per_million_input_tokens","amountUsd":2,"currency":"USD","sourceUrl":"https://openrouter.ai/api/v1/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2,"normalizationReason":"per_token_field_times_1e6","priceSortEligible":true,"qualifier":"OpenRouter pass-through field, not copied onto the anthropic provider. pricing.prompt raw 0.000002. Docs: cost per input token, USD.","raw":{"field":"pricing.prompt","amount":"0.000002","unit":"usd_per_token","unitSourceUrl":"https://openrouter.ai/docs/guides/overview/models"}},{"id":"openrouter-claude-sonnet-55-output","providerId":"openrouter","sku":"anthropic/claude-sonnet-5.5","unit":"usd_per_million_output_tokens","amountUsd":10,"currency":"USD","sourceUrl":"https://openrouter.ai/api/v1/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":10,"normalizationReason":"per_token_field_times_1e6","priceSortEligible":false,"qualifier":"pricing.completion raw 0.00001","raw":{"field":"pricing.completion","amount":"0.00001","unit":"usd_per_token","unitSourceUrl":"https://openrouter.ai/docs/guides/overview/models"}},{"id":"openrouter-grok-47-input","providerId":"openrouter","sku":"x-ai/grok-4.7","unit":"usd_per_million_input_tokens","amountUsd":2,"currency":"USD","sourceUrl":"https://openrouter.ai/api/v1/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2,"normalizationReason":"per_token_field_times_1e6","priceSortEligible":true,"qualifier":"Base prompt field only. 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. Best for prototyping multi-model and failover; production should pin critical paths to direct providers.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://openrouter.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":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cost-monitoring","human":"/providers/openrouter","compare":"/compare/vantage-vs-openrouter"}],"rankContract":{"style":"editorial_weighted","notAnElo":true,"note":"deltaOverallVsSubject is Depot overall (0–10) minus the subject. It is not Arena Elo and not an Artificial Analysis index."},"freshness":{"scoreAsOfMin":"2026-09-14","scoreAsOfMax":"2026-10-19","contractAsOf":"2026-10-03"},"honesty":["Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category.","Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement.","Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row."],"links":{"human":"/alternatives/vantage","machine":"/api/alternatives?provider=vantage","provider":"/api/providers/vantage","canonical":"/api/canonical"}}