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PilotGet a free AI cost & reliability audit: every fix priced in dollars per month. You keep the savings; I get a case study, a testimonial and your feedback.2 of 3 places leftHow the pilot works
Ankit Jha
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SaaS Unit Economics & Margin Audit

For SaaS founders who need to know which customers and plans make money. Two weeks: cost to serve per tenant and plan, and gross margin by tier.

audit --margin

2 weeks

From billing and usage data to margin by tier

Which tenants and plans lose money, and the pricing, limits and metering changes that would fix it.

price
Fixed
scope areas
4
follow-ons
3
  • Read-only access

    Nothing in your systems is changed during the audit.

  • The report is yours

    Hand the fix list to anyone. It isn't tied to buying the follow-on.

  • Implementation is optional

    Scoped from your findings, priced per package.

Who it's for

Good fit
  • Seed to Series B SaaS founders, often ahead of a raise or diligence
  • Nobody can say which customers or plans lose money
  • No usage metering, or metering nobody trusts
Not a fit
  • Teams that want a product build. The audit measures cost to serve; it doesn't ship features.
  • Teams that need a full financial model. The report covers margin by tier, not a forecast.
  • Teams that want pricing strategy beyond cost to serve. The pricing review only flags where limits and prices miss what usage costs.

What the audit covers

  • Cost to serve per tenant and plan

    What each customer and each plan costs you to run.

  • Gross margin by tier

    Which tiers earn money and which ones lose it.

  • Pricing and limits review

    Where plan limits and prices don't match what usage costs.

  • Metering gaps

    Usage you can't measure today, and so can't price or limit. Ends with a priced fix list and a readout call.

Done means: the report is delivered with margin by tier.

What you provide

Under NDA. The agreement includes an anonymized case-study clause (industry, scale, relative metrics).

  • Billing and usage data per tenant
  • Cost data
  • Plan and pricing details

After the audit: SaaS implementation

Optional. Each package is fixed-scope and fixed-price, built from your fix list, and takes 3–6 weeks.

Cost attribution

Tenant-level tagging and reporting.

Metering and quotas

Usage tracking, plan limits and rate limiting.

Pricing guardrails

Billing changes that keep each plan above cost.

You provide
Access to the codebase and billing system
Measured by
Margin visible per tenant, and limits enforced in production

Questions

How do I start?

Book a free 30-minute cost check. If the audit fits, I send a fixed-scope, fixed-price proposal. If it doesn't, I'll say so.

Is this a financial audit?

No. It works from engineering, billing and usage data. Financial modelling is out of scope.

What does it cost?

A fixed price, quoted after the review call once the scope is clear.

Do we have to buy the follow-on?

No. You keep the report, and you can hand the fix list to anyone.

Ask about the margin audit

Book a free 30-minute cost check. You leave with a clear answer on whether this audit fits you.

Choose a time

Get a free 30-minute cost check

Four quick questions first, so the call starts on your problem.

Qualification form

* Required

For an LLM feature: cost, quality, latency or failures. For a role: the team and the work. A rough answer is enough.

Tell me what you want to understand, decide, or improve.

Prefer email? [email protected] or LinkedIn

Or email [email protected]

AI Engineering Economics

Articles on building LLM systems that hold up in production, and what they cost. Each one by email as it goes live; nothing else.

Articles are published on Hashnode.

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