Production Control for AI-Driven Engineering

Every vendor sells you agents.We sell you control.

Deterministic control guarantees the result. No surprises in production.

DRIM is the control room for AI-driven engineering. It runs over Claude Code today and is built for GitHub Copilot, Codex, Cursor, Factory droids and your own agents. The same rules on every run. Every verdict on record. Your stack stays where it is.

Taking 3 design partners before the end of the year.

New and/or existing projects + DRIM framework Claude Code GitHub Copilot Codex Cursor Factory droids Your agents DRIM agent DRIM harness amplifier DRIM control room rules verdicts record finished product deterministic orchestration · no LLM

How DRIM works

  1. 01

    DRIM framework

    Lands on a new project or the one you already run. Starts working on day one. Large codebases stay as they are, no rewrite. From the first run, every step follows strict rules.

  2. 02

    DRIM harness amplifier

    One universal layer over any coding agent. It amplifies what the agent can do and brings its output quality under control.

  3. 03

    DRIM control room

    Orchestrates the agents without an LLM: deterministic, repeatable, and it burns no tokens. Rules. Verdicts. Record.

  4. 04

    Finished product

    Not a draft to review, patch and package. A complete product, built to the rules and standards you set. No surprises.

Pilot

Run one workflow under DRIM. Get a verdict, not a demo.

One real workflow where your agents already work. From one week. From $10,000. Criteria fixed before day one. Your data stays yours.

  1. Before

    Choose the workflow

    Fix the criteria, the baseline and the scope before anything changes.

  2. The run

    Run it under DRIM

    Your agents keep doing the work. DRIM controls it and keeps the record.

  3. The verdict

    Get the verdict

    Cost, human minutes, flow and quality against the criteria.

The rule

A task is done when it is verified. Not when the agent says so.

We take 3 design partners before the end of the year. You work directly with the founders.

Claim a slot
Why control

Your agents got fast.Your accountability did not move.

Whoever writes the code, the company still answers for delivery, quality, risk and cost. Agents change the executor. They do not change who signs off. Four questions your agents cannot answer about themselves:

  • 01Is autonomous work staying inside the rules we actually set?
  • 02Is more agent activity producing more delivery, or just more activity?
  • 03Are cost and human intervention moving the right way?
  • 04Can we compare what happens across teams, agents and vendors?

DRIM answers all four. On your data, not on impressions.

Control room

What you see when agents run under DRIM.

Live, on one screen: how tokens become product, what production costs, what control costs, what quality costs.

Agents stop being AI magic and become a business process you can measure and manage.

Rules
Every run is checked against the rules your organization set. Passed or stopped, nothing in between.
Verdicts
Every verdict is on record: which run, which rule, what happened, what it cost.
Comparison
Cost, human minutes, flow and quality across agents, teams and vendors, on one scale.

The agents keep working the way they already do. DRIM decides whether the result ships, coordinates the agents and makes them better run by run.

What we measure

Four numbers a CEO can read without an engineer in the room.

01

Cost

What AI-driven engineering costs you per accepted change: models, tools, infrastructure.

02

Human minutes

How much review, intervention and rework each accepted change still takes.

03

Flow

Whether work moves through the organization faster and more predictably.

04

Quality

Whether the result meets the criteria you set.

Pricing

One price for the organization. Not per seat.

  • Pilotfrom $10,000one workflow, from one week

    Criteria fixed before day one, a verdict at the end. The pilot fee is credited against your contract.

Your models, your keys
You pay your model providers directly. DRIM is not a token intermediary and never sits in your payment chain.
Every number on your screen
What runs under DRIM, what it costs and what it saves is in the control room, and in the monthly report.
Evidence

The factory is not a metaphor. It ships.

DRIM has already delivered a large production system to an external customer. Under NDA, so no names here: the architecture and the record are discussed during pilot scoping. Every product Flamerix AI builds comes off the same line, every day.

In progress

Benchmark: one product, two pipelines

The same software is being built twice, under DRIM and with standard tooling, against the same spec and the same acceptance criteria. The results will be published here.

Founders

The team behind DRIM.

Portrait of Sandro Maglaperidze

Sandro Maglaperidze

Co-founder · Business and partnerships

Chemical engineer with a long career in real production at large industrial plants. Extensive experience implementing management and control systems, including in France, Italy and Japan.

LinkedIn profile of Sandro Maglaperidze
Portrait of Nika Zaal

Nika Zaal

Co-founder · Development and engineering

Experienced engineer and developer, more than 15 years in big data, machine vision, robotics and AI. He has worked at large industrial plants, developing and deploying innovative technologies for production control and efficiency, and at major financial institutions.

LinkedIn profile of Nika Zaal

Claim a pilot slot

Claim a slot

One workflow. A baseline. A verdict.

We take 3 design partners before the end of the year.

Architecture is discussed during pilot scoping, under NDA.

Claim a pilot slot

One or two sentences. Where do your agents already work?

We’ll use these details only to respond to your pilot inquiry — privacy notice.