AI gross-margin specialist for B2B AI SaaS.
In two weeks, you see where your AI gross margin goes.
The AI Margin Sprint — a 14-day diagnostic with cost map and prioritized remediations.
The AI Margin Sprint
A 14-day, fixed-scope diagnostic that identifies where your AI cost is going and what to fix first.
Cost map — deliverable pattern
What you receive at day 14:
- A cost map showing where every dollar of AI spend goes, by layer and by the units your data supports
- The top cost concentrations, ranked by impact
- Root-cause classification across the cost categories your data supports
- Prioritized remediations, each with savings range, effort estimate, risk, and prerequisites
- Executive one-pager
- Engineering brief (pattern-level; no source-code work)
- 30 / 60 / 90-day measurement plan
- Duration
- 14 calendar days from kickoff to delivery.
- Price
-
$5,000 fixed.
$2,500 founding rate for the first 5 engagements. - Payment
- 50% on kickoff, 50% on day-14 delivery.
WHO THIS IS FOR
B2B AI SaaS companies with:
- Combined LLM + cloud spend of $20,000/month or higher
- A production AI feature (not in development or lab)
- Founder, CTO, or AI platform owner reachable directly
-
Either: own Kubernetes + GPU infrastructure
Or: API-only on AI providers at $50,000+/month -
LLM observability with customer / workflow tagging
(or willing to do Observability Readiness Setup first)
Not for:
- Spend below $20,000/month
- Pre-revenue or pre-production AI
- Procurement-led with formal RFP requirements
- Internal FinOps team or dedicated AI cost engineer running active monthly reviews
- Wanting a free audit; no budget signal
- Wanting implementation in the same engagement (that's the Implementation Retainer, a separate offer)
NEXT STEP
The fastest way to start the conversation is to send a short structured description of your AI infrastructure and what is pulling you toward this work. We respond within 2 business days.
Send your details →
Opens a short form (5 fields, ~3 minutes).
What to expect:
- We confirm fit against the qualification above.
- If qualified, we schedule a 30-minute call to walk through the Sprint scope, your data-access setup, and the kickoff date.
- If not qualified, we say so honestly and point you to the relevant adjacent capability — or to a different specialist outside our scope.