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Independent eval · LLMs & AI agents

There is no best model. Only the best model for the job.

We build the private proof of which model belongs on which job, at what cost, with what confidence.

Runs in your VPC (your own cloud) · Your data never leaves

One eval · four axes
Models A to D

No model wins everywhere. We tell you which one wins your job.

The teams furthest ahead already build their own evals

Razorpay· Stripe· Ramp· Anthropic

What you walk away with

A decision. Not a dashboard.

Decide

Know which model to ship.

A decision table: every model scored on the axes you care about, with error bars, so you're not acting on noise.

Save

Stop overpaying for quality.

A cost-quality frontier that shows, with your logo on it, exactly how much cheaper the same quality is.

Comply

Pass the audit.

Independent evidence mapped to RBI FREE-AI, the EU AI Act, and ISO 42001. The one thing your in-house team can't sign.

A leaderboard ranks a model in a vacuum. You run a system.

Public scores are contaminated and blind to your harness. A model that loses in public can win in your stack. We measure yours.

Why leaderboards lie →

Where we go deepest

Your agent. Your tools. Your policy.

Public benchmarks grade a public toolset. We score whether your agent picks the right tool from your MCP (Model Context Protocol) servers, the whole path, not just the answer.

See the method →
Right tool?
Right args?
Fewest steps?
In policy?

Four ways to work with us

Start small. Prove a number.

See engagements →
1 week

Diagnostic

We audit your current eval. Credited against the build.

end to end Start here

Corpus engagement

The decision, built on your data, delivered in your VPC.

ongoing

Slate refresh

Every new model, re-scored. The answer stays current.

audit-ready

Compliance pack

Independent evidence, mapped to your controls.

Scoped to your slate and your data. Book a call for a quote.

Runs in your VPC You own your corpus DPDP & GDPR ready Error bars on every number

Straight answers

Questions buyers ask first.

What does GroowLabs actually do?

We run independent, contamination-free evaluations that prove which model or agent belongs on which job, inside your own cloud (VPC). You get a decision, not a dashboard.

How is this different from an eval tool like Braintrust or Galileo?

Those are platforms your own team runs and grades itself with. We are an independent third party, so the result is one your board, auditor, or customer will accept. The team that built a model cannot credibly validate it.

Do you need access to our data or model weights?

No. Evaluations run inside your VPC (your own cloud), with judge models called using your keys. Your data and weights never leave your perimeter.

How much does it cost?

Pricing is scoped to your model slate and your data, so we quote on a call. Most teams start with a one-week diagnostic that credits in full against a corpus engagement.

Can this cut our AI costs?

Yes. We prove whether a cheaper model holds quality on your actual job, so you can switch with evidence and error bars instead of guessing.

Which regulations can the evidence map to?

SR 11-7, the EU AI Act, ISO/IEC 42001, India's RBI FREE-AI, and other regional regimes. One evaluation produces evidence you can reuse across frameworks.

Bring us the model you're not sure about.

Free 30-minute call. We'll tell you if your current eval can be trusted.