Grumatic — Bring AI to Light

02 Mission

Every engineering team should work with AI knowing exactly what it's doing — how well, at what cost, under what control.

Today, AI usage in engineering is a black box. Leaders see invoices and accept-rates but not the system underneath. We think that ends in the next two years — and Grumatic is building the measurement and intelligence fabric the next generation of engineering organizations will assume is there.

What we see

AI-assisted engineering crossed the inflection point.

Claude Code reached ~$2.5B annualized revenue by Feb 2026. 75% of small startups, 70% of Fortune 100. AI is part of the engineering stack now — not an experiment.

The visibility gap is now executive-level.

Leaders can see how much their teams use AI. They cannot see how well, what it costs by team, or what risk it carries. The question exists at the top. The answer does not yet exist as a product.

The layer above AI coding tools is open.

Generic gateways operate below the performance layer. In-tool analytics operate inside one tool. Neither covers the intelligence layer above AI coding tools. That position is open, and consolidating now.

03 Our story

We made cloud spend visible. Now we're bringing AI to light.

Grumatic began with a simple belief: engineers do their best work when they can see clearly. That belief has shaped everything we've built.

Chapter 01 · Cloud

Cloud cost visibility & MSP billing.

Our first platform made cloud spend visible and simplified MSP billing. It remains in service today, supporting our existing customers.

Cloud customer page ↗

Chapter 02 · Now

Optra Prism: intelligence for AI-assisted engineering.

Watching our own engineers adopt AI coding tools, we saw a new kind of blindness — more code, less learning. Optra Prism makes AI usage visible, measurable, and improvable, so AI doesn't just speed engineers up but makes them genuinely better.

optra-prism.com ↗

Next · Optra platform

A platform, not a single tool.

Prism is the first product on the Optra platform. We start with the individual developer, grow into the team and engineering leadership, and add new Optra products as the platform expands.

04 The Optra platform

The intelligence layer for AI‑assisted engineering.

Optra sits above your AI coding tools, between your team and the models they call — measuring, improving, and optimizing how AI is used.

First product · Available now Optra Prism Team intelligence above Claude Code. Free for individual developers.

Developers & engineering teamswrite code with AI

AI coding toolsClaude Code · Codex CLI

Optra — the intelligence layermeasure · improve · optimize

LLM providersAnthropic · OpenAI

05 Company

Built by engineers, for engineers.

Eric KimFounder · Previously at Netflix

We code with AI every day, too. Optra Prism started with the friction we hit ourselves:

PRs that pass review, but no one can explain.
AI bills with no link to the work they paid for.
Team leads who can't see who's stuck.

Bring AI
to light.

AI-assisted engineering crossed the inflection point.

The visibility gap is now executive-level.

The layer above AI coding tools is open.

We made cloud spend visible. Now we're bringing AI to light.

Cloud cost visibility & MSP billing.

Optra Prism: intelligence for AI-assisted engineering.

A platform, not a single tool.

The intelligence layer for AI‑assisted engineering.

Built by engineers, for engineers.

Let's talk about what you're building.

Bring AIto light.

AI-assisted engineering crossed the inflection point.

The visibility gap is now executive-level.

The layer above AI coding tools is open.

We made cloud spend visible. Now we're bringing AI to light.

Cloud cost visibility & MSP billing.

Optra Prism: intelligence for AI-assisted engineering.

A platform, not a single tool.

The intelligence layer for AI‑assisted engineering.

Built by engineers, for engineers.

Let's talk about what you're building.

Bring AI
to light.