AI profit control for API businesses

Make every AI workload prove it creates more value than it costs.

Reconcile customer revenue with model, API, browser, data, and cloud costs. Find margin leaks, show the source records, and stop expensive jobs before they become losses.

  • No account or card
  • Files stay in your browser
  • Calculations stay visible

Our mission: make every AI workload prove it creates more value than it costs.

Source-linked Read-only first Profit before scale

From invoices to action

One financial view across revenue and variable AI cost.

TurnerLab joins records that normally live in separate billing, provider, and usage systems without pretending estimates are audited facts.

01

Prove value locally

Start with exports processed only in your browser. See data quality, current margins, and modeled gaps before sharing anything.

02

Reconcile the evidence

Match net revenue, payment fees, refunds, model usage, API calls, and cloud costs to customer and product identifiers.

03

Control future spend

Apply margin and budget policies before an agent starts expensive work, then commit actual cost and outcome afterward.

Inspectable product demo

See the economics change—not just the chart.

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
Evidence-backed findings

What needs attention

Modeled actions

How the economics improve

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

    Use your own numbers

    Try the useful part before buying anything.

    The free scanner reads a revenue CSV and a provider-cost CSV in your browser. It produces a data-quality score, product margins, evidence-backed findings, and a downloadable derived report.

    Open the free local scan No uploads · 5 MB per file · decision support only

    Simple outputs, not consulting hours

    Pay only after you can inspect the method.

    Pricing is a beta hypothesis and will be validated with real customer outcomes before becoming a long-term commitment.

    Free

    Local Margin Scan

    $0

    One-time, on-device analysis for real exports.

    • No account, card, or upload
    • Product-level margin table
    • Transparent rule-based findings
    • Downloadable derived report
    Use it now
    Deep audit

    Margin Leak Audit

    $750 once

    Reconciled evidence and an actionable output report.

    • Source-linked findings
    • Customer and feature attribution
    • Modeled pricing and routing actions
    • Audit fee credited upon conversion
    Secure beta preparation
    Scale

    Agent Profit Policies

    $1,499 / month

    Budget reservations and margin decisions for autonomous systems.

    • Multiple products and providers
    • REST, OpenAPI, and MCP decisions
    • Custom margin and budget policies
    • Finance exports and higher volume
    Planned after accuracy validation

    Trust must precede access

    Read-only first. Minimum data. Verifiable claims.

    01

    Local proof

    The free scan performs no upload and requires no credentials. You review any derived fields before enabling a cloud feature.

    02

    Source lineage

    Every financial result identifies its source, period, formula, confidence, and actual-versus-modeled status.

    03

    Compliance without theater

    Controls are mapped for SOC, privacy, PCI, ISO, and AI governance. No badge appears before independent assurance exists.

    04

    Bounded automation

    Agents operate through scoped identities, budgets, independent security and finance stops, and append-only action records.

    Turner Lab Creations

    The portfolio remains separate and available.

    Engineering projects, professional experience, Etsy work, and videos remain preserved as a permanent career portfolio.

    View the portfolio