Question 1

How is Metron different from a cost dashboard or FinOps tool?

Accepted Answer

Cost dashboards and FinOps tools show spend allocated to infrastructure. Metron connects spend to business objects — features, customers, and pricing plans — and answers questions cost tools can't: which features are margin-positive, which accounts are underwater, which plans are structurally broken at scale.

Question 2

Do you replace AI observability tools like Helicone or Langfuse?

Accepted Answer

No. Observability tools are excellent at the request level — tracing, debugging, prompt management. Metron sits one layer up, at the business economics layer. Most customers run both: observability for engineering, Metron for finance, product, and pricing decisions.

Question 3

Which providers do you support?

Accepted Answer

OpenAI, Anthropic, Google Vertex, AWS Bedrock, Cohere, Together, Replicate, and self-hosted inference. Cost data is normalized into a consistent schema and computed at current and historical pricing.

Question 4

What's the attribution model and how accurate is it?

Accepted Answer

Three paths, ordered by effort: API key mapping (zero code, ~60% coverage), SDK tagging (two lines of code, full coverage), and proxy mode (governance and budget enforcement). Most customers start with key mapping and add SDK tagging as new features ship. Each attribution carries a confidence level.

Question 5

How is Metron priced?

Accepted Answer

Annual B2B SaaS, with tiers based on AI spend under management — Growth at $500/mo (up to $30K/mo tracked), Scale at $1,200/mo (up to $150K/mo), Enterprise at $3,000/mo (up to $500K/mo), and Custom for $500K+/mo. Annual contracts get a 20% discount. 14-day trial available on Growth and Scale.

Question 6

What's the typical ROI?

Accepted Answer

Concrete framing: a Scale customer at $1,200/mo has $150K/mo in spend under management. If Metron surfaces a single $50K mispriced enterprise account before renewal, the tool pays for itself for three and a half years. If it informs a 20% pricing adjustment on a broken plan, the math compounds.

Question 7

How long does setup take?

Accepted Answer

API key mapping is live in under an hour. SDK tagging is two lines of code per integration. Most customers have a usable view in 1–2 days and a complete attribution model within two weeks. Professional services are available for complex environments.

Question 8

Do you require clean data to deliver value?

Accepted Answer

No. Real environments have messy keys, partial instrumentation, and split billing systems. Metron is designed to deliver value with imperfect data — unmapped spend is surfaced explicitly, attribution carries confidence levels, and the gap closes over time as you tag more.

Question 9

Where does our data live?

Accepted Answer

Data is processed in our SOC 2-aligned infrastructure. We support customer-managed keys, regional pinning, and warehouse-resident analysis on Custom contracts. Customer profitability data — which accounts are underwater, at what rate — is treated as competitively sensitive and access-controlled accordingly.

Common questions, short answers.

Product

Pricing & contracts

Implementation

Security

Talk to us — we'd rather have a 15-minute conversation than write another FAQ entry.

Margin intelligence, in two weeks.