Unified cloud + GPU + LLM FinOps
Allocate OpenAI/Anthropic/Modal/GPU spend per agent, customer, or feature next to the AWS bill — not just token traces in a gateway.
At a glance — Oct 2026
Updated 2026-10-27 · forward this page: /jtbds/agent-cloud-finops#briefScores as of 2026-09-14 (43 days old; Depot marks scores stale after 30 days). The pick is still Depot's current editorial pick; it has not been re-reviewed since. Prices below carry their own dates.
- Depot Pick
- Vantage · 8.42/10 for this job (curated estimate, high confidence)
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).
- Runner-up
- Helicone · 8.13/10
- When not to use the pick
- Only need request-path token tracing — Helicone; finance wants AI unit-economics and will buy a sales-led platform — CloudZero.
- Lock-in / migration
- Nothing stored (no_stored_migration_data).
- Sourced price (no comparable unit)
Pick: no sourced price in this job's unit (no_matching_sourced_price).
No cheapest SKU (no_comparable_unit_for_job). No price was invented.
- Free option
- No free resource lists this job. A cheap paid SKU is not a free option.
- Failure modes to watch
- Observability gap: Alert on a drop in trace ingestion and on certificate expiry for the trace host. Do not treat a missing trace as a successful quiet run.
- Runaway spend: Set a budget and a tool-call cap per task. Alert when spend jumps. Stop the run at the cap instead of summarizing a partial trace as success.
Cite: Agent Provider Depot, Depot Pick for agent-cloud-finops: vantage, scores as of 2026-09-14. Agents: GET /api/decide?jtbd=agent-cloud-finops
Vantage
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).
Pricing (directional): 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…
Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.
Depot pick for unified cloud+GPU+LLM FinOps. Helicone/Langfuse still own request-path token tracing; Vantage is the bill/allocation layer. CloudZero if you want a sales-led unit-economics platform.
Quote for Unified cloud + GPU + LLM FinOps
Depot Pick stays Vantage. Prices below are sourced SKU rows only (as of 2026-10-27). Input and output are not blended. GET /api/quote?jtbd=agent-cloud-finops
Nothing was compared. no comparable sourced unit for this job; chat input $/1M and other units were not borrowed pickIsPriceWinner is null.
- Business usd_per_month $200 source as of 2026-10-03
- Pro usd_per_month $30 source as of 2026-10-03
- Starter usd_per_month $0 source as of 2026-10-03
4 of 5 candidates have no sourced price row. 5 are excluded from the Matching price comparison (none). no comparable sourced unit for this job; chat input $/1M and other units were not borrowed
Runners-up
Helicone
Maintenance mode since 2026-03-03 (Mintlify); site now says 'no longer part of Mintlify'. Runner-up only, not a pick.
CloudZero
Pick when finance wants AI unit economics and will sit through a sales cycle. Vantage for self-serve agent…
Langfuse
Depot default observability for most agent teams: open, affordable, good enough to serious.
When NOT to use the top pick
Only need request-path token tracing — Helicone; finance wants AI unit-economics and will buy a sales-led platform — CloudZero.
Full ranking (score table)
Ranked with this JTBD's weights. Scores are curated estimates unless marked otherwise. Agents: prefer /api/decide then this table for tie-breaks.
Score methodology for this job
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).
capabilityFit: 25%pricePerformance: 18%latencyReliability: 15%developerDx: 15%privacyPosture: 10%lockInRisk: 7%maturity: 10%