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ESTMS

Enterprise Technology for Scalable ML Solutions
Built by ESTMS · AI-first · in production

Projects that put our AI-first approach to work.

These are the applications ESTMS designs, builds, and runs. Each one applies the same principles we bring to client engagements: intelligence embedded at the foundation, secure delivery, and outcomes you can measure.

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What we’re building.

Live

AI Design Synthesizer

Where leading AI models converge on one optimal design.

A collaborative intelligence platform that combines Claude, GPT, and Gemini in a structured workflow of independent generation, peer review, and synthesis — with a human approval gate at every stage — producing software designs that are more robust, resilient, and scalable than any single model can deliver.

Multi-LLM Human-in-the-loop Software Design
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In development

More projects on the way

New ESTMS applications are added here as they ship. Have an idea you want built AI-first?

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Featured Project

AI Design Synthesizer

Where leading AI models converge on one optimal design.

The challenge

A single model produces a single perspective: its blind spots, assumptions, and trade-offs go unchallenged. Teams then spend review cycles finding gaps that a second opinion would have caught up front.

Our approach

AI Design Synthesizer treats design as a panel review with a human chair. Three models each draft a design independently, critique one another, and the strongest ideas are merged into one final design — and nothing advances to the next stage until you approve, edit, or regenerate it.

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Synthesis workflow

Live
  1. 01

    Requirements

    A rough brief becomes a structured spec: goals and non-goals, numbered functional requirements, measurable non-functional targets, constraints, assumptions, and open questions.

  2. 02

    Design

    Each model in the design pool — Claude, GPT, and Gemini by default — independently writes a full design document.

  3. 03

    Critique

    Each model evaluates the others' designs across five review dimensions.

  4. 04

    Synthesis

    The strongest ideas are merged into one final design, ready to approve and carry into implementation.

Approval at every stage

Review each output before it moves on: approve, edit in place, or regenerate the requirements, designs, critiques, or final design.

Implementation-ready requirements

Refined specs include measurable targets and how to verify them, plus the assumptions and open questions to settle with stakeholders.

Configurable model pools

Pick up to three models for design generation, and any OpenRouter model for requirements refinement and final synthesis.

Live progress tracking

Follow each session through Refining, Designing, Critiquing, Synthesizing, and Complete, with elapsed time shown.

Session history

Every session is saved with its current status, so you can pick up a review exactly where you left off.

Export everything

Download any single document, or export the full set of requirements, designs, critiques, and final design at once.

Built for

Solution architects Engineering leads Product teams Startups validating an MVP design

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