For AI and software companies

Understand your costs and margins.

TurnerLab helps AI and software companies understand their costs and margins so they can run a healthier business.

Try the scan See an example

  • Clear picture of spend and margins
  • Straightforward next steps
  • No pressure to buy anything first

Start simple. Get a clear picture before you connect anything or buy anything.

No hard sell See an example See options

How it works

Three simple steps.

Bring the numbers you already have—or try an example—and we’ll help you see where costs and margins look healthy or not.

01

Try a sample or your exports

Run Maya’s AI SaaS story or Casey’s immersive-business story—or map your Stripe and OpenAI CSVs locally. Nothing uploads.

02

See readiness and margins where tags exist

Match what customers pay you with model spend by product—or see spend by project when you only have usage. Unattributed cost is called out.

03

Investigate, then re-measure

Use next moves as investigation prompts—not prescriptions. Continuous monitoring and automated controls are planned later, after the basics reconcile.

Interactive example · Maya’s AI SaaS

See what product-level margin looks like on labeled exports.

Current month

Synthetic company
Net revenue $0
Total operating cost $0
Operating profit $0
Operating margin 0%
Revenue / cost
Product economics

Where the money is made

Margin = (net revenue − cost) / net revenue
Product Net revenue Cost Margin
What stands out

Where to look first

Example improvements

What could change

    Modeled values demonstrate the calculation. They are not guaranteed savings or customer claims.

    Use your own numbers

    Try a named sample—or your own exports—before paying for anything.

    Free scanner: AI SaaS and immersive-business stories, usage-only mode, or a full revenue + cost join. You get a data-quality score, plain next moves, and a downloadable report—no account required.

    Open named samples No uploads · 5 MB per file · decision support only

    Pricing

    Inspect the method before you commit.

    Start free with the local scan. Checking whether the paid margin review checkout is open…

    Free

    Local Spend Scan

    $0

    On-device analysis for real exports or named samples.

    • No account, card, or upload
    • Maya + Night Latch story demos
    • Usage-only path without revenue
    • Next moves—not savings guarantees
    Use it now
    Checking…

    Margin review

    $750 once

    A ranked action plan from your numbers—not a free-scan replay. Checking checkout status…

    • Source-linked findings
    • Prioritized investigation levers
    • Re-measure plan after you act
    • Not guaranteed savings
    See what’s included
    Later

    Agent profit policies

    Hypothesis

    Budget reservations for autonomous systems—only after attribution accuracy is proven. Not available.

    • Policy contracts under test
    • Human approval by blast radius
    • Measured before/after on $/job
    • No write access on day one
    Later — contingent Try the scan

    Trust

    Honest numbers. Minimal data. You stay in control.

    01

    Local first

    The free scan needs no login and sends no files to our servers. Review every derived number before you connect billing data.

    02

    Show the work

    Results point to the export rows and formulas behind them. Estimates and modeled gaps are labeled—not sold as audited financial statements.

    03

    Privacy by default

    We ask for only what each feature needs. Optional usage metrics on the scan page are off until you opt in—and never include your CSV contents.

    04

    No false promises

    We do not display security certifications we have not earned. Modeled gaps are recommendations—not guaranteed savings.