Make your AI infrastructure legible — and its costs attributable.

Productized engagements for teams whose AI and cloud bills are growing faster than their usage. Clear deliverables, a number you can defend to finance.

AI Cost & Unit Economics Audit

Flagship · 1–2 Weeks

The full teardown: where your AI and cloud spend actually goes, what each inference/request/customer really costs, and the top levers to fix it. Cost data turned into an engineering artifact.

Deliverables:

  • • Cost-attribution map (who owns what)
  • • Unit-economics model: cost per inference / request / customer
  • • Waste & rightsizing findings, ranked by $ impact
  • • Showback / chargeback model finance can run
  • • Executive-ready teardown deck

Perfect For:

  • • Teams whose AI bill grows faster than usage
  • • LLM/inference spend nobody can attribute
  • • Pre-fundraise or pre-scale margin clarity
  • • FinOps programs that need real per-unit numbers
$12,000 – $25,000 Request Audit

Unit Economics Sprint

1 Day

A focused, one-day teardown of a single AI system or workload. Fast answer to "what does this actually cost us, and where's the waste?"

What You Get:

  • • Fully-loaded per-unit cost for one system
  • • Spend breakdown (compute, inference, egress, storage)
  • • Top 3 cost levers, quantified
  • • Instrumentation gaps to close
  • • One-page findings summary

Perfect For:

  • • Validating economics before scaling
  • • A single runaway workload or feature
  • • Founders pricing an AI product
  • • A quick, defensible number for the board
Starting at $5,000 Book Sprint

ML Cost & Reliability Evals

2 Weeks

A production eval harness that treats cost as a first-class metric alongside quality and latency — so you catch cost regressions the way you catch accuracy regressions.

Implementation:

  • • Cost-per-inference baseline & budgets
  • • Evaluation harness with cost gates
  • • Data quality contracts
  • • Drift & spend monitoring
  • • Documentation & team handoff

Metrics Tracked:

  • • Cost per inference / per request
  • • Quality & accuracy
  • • Latency & throughput
  • • Model & cost drift
  • • Safety & bias checks
$15,000 – $30,000 Setup Evals

Executive Cost Briefing

90 Min

A board-ready story on your AI infrastructure economics: what it costs, who owns it, and where the margin risk is — with the Q&A prep to defend it.

Session Includes:

  • • Cost & attribution landscape review
  • • Unit-economics narrative for the board
  • • Margin & spend-risk assessment
  • • Investment / rightsizing recommendations
  • • Board Q&A preparation

Ideal For:

  • • CEO/CTO board prep
  • • Investor / diligence conversations
  • • FinOps & finance alignment
  • • Strategy validation
  • • Team alignment on cost ownership
$2,500 Book Briefing

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