Prove value locally
Start with exports processed only in your browser. See data quality, current margins, and modeled gaps before sharing anything.
AI profit control for API businesses
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.
Our mission: make every AI workload prove it creates more value than it costs.
Source-linked Read-only first Profit before scaleFrom invoices to action
TurnerLab joins records that normally live in separate billing, provider, and usage systems without pretending estimates are audited facts.
Start with exports processed only in your browser. See data quality, current margins, and modeled gaps before sharing anything.
Match net revenue, payment fees, refunds, model usage, API calls, and cloud costs to customer and product identifiers.
Apply margin and budget policies before an agent starts expensive work, then commit actual cost and outcome afterward.
Inspectable product demo
| Product | Net revenue | Cost | Margin |
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Modeled values demonstrate the calculation. They are not guaranteed savings or customer claims.
Use your own numbers
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.
Simple outputs, not consulting hours
Pricing is a beta hypothesis and will be validated with real customer outcomes before becoming a long-term commitment.
One-time, on-device analysis for real exports.
Reconciled evidence and an actionable output report.
Continuous reconciliation, alerts, and verified-value tracking.
Budget reservations and margin decisions for autonomous systems.
Trust must precede access
The free scan performs no upload and requires no credentials. You review any derived fields before enabling a cloud feature.
Every financial result identifies its source, period, formula, confidence, and actual-versus-modeled status.
Controls are mapped for SOC, privacy, PCI, ISO, and AI governance. No badge appears before independent assurance exists.
Agents operate through scoped identities, budgets, independent security and finance stops, and append-only action records.
Turner Lab Creations
Engineering projects, professional experience, Etsy work, and videos remain preserved as a permanent career portfolio.