AgentMargin — per-customer AI cost…

Briefing✓Verificado

Benchmark traction Verified: LLM Gateway current MRR $78,764 with 1,386 active subscriptions (TrustMRR, Stripe API, synced 7 Sep 2026; all-time $1,000,116). Buyer side measurable: Metronome $0.04/1k events, Orb $6.00/credit, LangSmith $39/seat/mo, Langfuse $29–$2,499/mo, Braintrust $249/mo. One direct copy (Spendline, consultative, no public price). demand for this exact job is inferred, not measured.

Descripción

Cliente objetivo

Finance leads at B2B software companies billing AI features on usage.

Problema

The finance team rebuilds a usage-versus-cost spreadsheet every month; nothing puts revenue and attributed inference cost in the same row per customer.

Ventaja defensiva○Hipótesis

Finance-grade attribution without a billing migration; mapping history (customer id to request lineage) plus finance-owned report definitions; stickiness from the monthly close ritual. Status: Hypothesis.

Publicaciones en X (7 días)

Desconocido

Tendencia de la señal✓Verificado

n/a — X Not verified

Demanda en la web✓Verificado

Adjacent Verified spend (LLM Gateway $78,764 MRR; all-time $1,000,116); no search-volume series for the exact job.

TAM◐Autodeclarado

$2.62B global cloud FinOps / cost-optimization software 2026 (adjacent budget line, not AI-specific) — Self-reported, Fortune Business Insights

SAM○Hipótesis

$100–300M (Hypothesis)

SOM○Hipótesis

$1.2M ARR (Hypothesis)

Competidores

Metronome ($0.04/1k events), Orb ($6.00/credit), LangSmith ($39/seat/mo), Langfuse ($29–$2,499/mo), Vantage, Spendline (1 direct copy, consultative)

Monetización

Subscription ($79–$499/month)

Hipótesis de ingresos (mensual)

Desconocido

Jobs to be done

When my company sells AI features whose cost varies per customer and per conversation, I want revenue and attributed inference cost for every account in one table without changing how we bill, so I can price, cap or renegotiate loss-making accounts before the quarter closes.

HXC

Dana · Head of Finance at a 40-person AI SaaS (preliminary)

Stack tecnológico

Gateway proxy or SDK shim + per-request cost table; export layer

Canales de GTM

PLG / SEO; finance-led self-serve

Todos los riesgos

Value: Attention (adjacent spend proven, not this job) | Usability: Supported | Feasibility: Supported | Business Viability: Attention (platforms may bundle)