Vantage

Depot pick for unified cloud+GPU+LLM FinOps. Helicone/Langfuse still own request-path token tracing; Vantage…

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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. Strengths: Public fixed plans that do not scale as a % of spend; Native LLM + GPU + SaaS connectors (not just AWS bills); Virtual tagging for per-agent/per-customer allocation.

Overall

8.4

curated_estimate

confidence: high · as of 2026-09-14

Capability fit

8.6

Price / performance

9.0

Latency / reliability

8.6

Developer & agent DX

8.8

Privacy / data retention

7.8

Lock-in risk (higher = worse)

4.0

Maturity / track record

8.4

Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.

Sources: Vantage pricing: https://www.vantage.sh/pricing · Vantage LLM token allocation: https://www.vantage.sh/features/llm-token-allocation · Vantage: https://www.vantage.sh

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.

Strengths

· Public fixed plans that do not scale as a % of spend
· Native LLM + GPU + SaaS connectors (not just AWS bills)
· Virtual tagging for per-agent/per-customer allocation

Weaknesses

· Tracked-spend caps force plan jumps
· Not a token gateway (Helicone still needed in the request path)
· Enterprise FinOps Agent is sales-gated

Pricing notes

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 Business: '14 Day Free Trial'); Enterprise 'Custom' with 'Unlimited tracked cloud spend', 'Automated FinOps Agent' and 'Unlimited Users'. Data retention '6 Months' (Starter, Pro) and '12 Months' (Business). '40+ Supported Providers', including AI providers 'Anthropic Anyscale Baseten Cartesia Cursor ElevenLabs Fireworks AI Modal OpenAI OpenRouter'. The feature comparison lists 'LLM Token Allocation', 'Terraform Provider' and 'MCP Server for AI'; per-tier availability and any add-on price for them are not stated in the page text.

Regions: global, usLast reviewed: 2026-09-14Status: active

Sourced pricing

Contract status unit_mismatch · unit_mismatch. Single normalized $/1M: null. Machine list: /api/pricing?provider=vantage

Starter · usd_per_month · $0 · unit_mismatch · normalized null
Pro · usd_per_month · $30 · unit_mismatch · normalized null
Business · usd_per_month · $200 · unit_mismatch · normalized null

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