Product engineering for domain experts

Build the first real version
of your software product.

Matter & Gas helps domain experts turn the workflows they know best into real software products.

Projects start with a founder-owned System Prototype and evolve into a Production MVP and ultimately a Product Platform.

Built for systems that need to run reliably, stay within budget, and hold up under real use.

Prototype → Production MVP → Product Platform
Built in your AWS account
Full source code in your GitHub
The prototype becomes the product

System feasibility analysis

We’ll scope the system as if it were going to be built and operated in the real world.

~30–60 secondsNo signup requiredNot a sales pitch

This is a simplified version of how we scope serious product work.

Describe the system

0/2000

Sometimes this will suggest narrowing scope — and occasionally it will suggest not building something yet. That's part of the point.

You can save or share the breakdown afterward.

Product Opportunities

Workflow-driven software opportunities worth exploring

Many strong software products start with a domain expert who knows a workflow is broken, expensive, or unnecessarily manual.

These examples illustrate the kinds of systems that often become software products — but the real ideas come from people closest to the work.

Wealth Management

Client onboarding and compliance workflow platforms

Automating document collection, suitability reviews, account setup, and internal advisor workflows for RIA and family office operations.

Healthcare Operations

Clinical coordination and patient workflow systems

Scheduling, intake coordination, documentation pipelines, and operational visibility across clinics and care teams.

Financial Document Processing

Document extraction and review systems

Structured analysis of contracts, filings, and operational documents with human-in-the-loop verification.

Commercial Real Estate

Lease and deal workflow platforms

Automated extraction, review workflows, and reporting pipelines for commercial lease and property operations.

Logistics & Field Operations

Dispatch, routing, and inspection workflow software

Operational coordination systems for fleets, field technicians, and distributed operations teams.

Regulatory & Compliance Workflows

Internal compliance monitoring systems

Tracking regulatory updates, managing approval workflows, and maintaining audit-ready documentation.

How we work

The Build Program

Most successful software companies do not begin with a full product. They begin with a working system that proves the core workflow, then evolve it into a real product and eventually a scalable platform.

The system is built once and evolved over time.

Products evolve through three stages. Each stage builds on the previous system.

Tier 1

System Prototype

A real working version of the product’s core workflow, deployed in the founder’s AWS account and delivered in the founder’s GitHub repository.

Typical investment$45k–$75k
Timeline4–8 weeks
Credit$15k–$25k credit toward Tier 2

Credit valid 90 days after prototype completion

Tier 2

Production MVP

Expand the prototype into a production product real customers can use — with the infrastructure, reliability, and operational tooling required for launch.

Typical investment$120k–$200k
Timeline8–16 weeks
Credit$30k–$50k credit toward Tier 3

Credit valid 6 months after MVP completion

Tier 3

Product Platform

Evolve the product into a scalable platform capable of supporting a growing SaaS business. Multi-tenant architecture, advanced workflows, analytics, and admin tooling.

Typical investment$250k–$500k+
Timeline4–9 months
Credit

Tier 1

The System Prototype is the first real version of the product.

Not a mockup. Not a throwaway prototype. Not a design exercise. A real application implementing the core workflow.

The prototype becomes the foundation of the real product.

What you get

  • Working user interface
  • Backend services and workflows
  • AI integrations where appropriate
  • Persistent data storage
  • Authentication and user accounts
  • Core automation logic

System workflow

User
Workflow
AI + System Logic
Human Review
Outcome

Founder-owned from day one

The System Prototype is a complete operational system deployed in the founder’s AWS account and delivered in their GitHub repository. The founder owns the infrastructure, the codebase, and the future of the system — whether they continue developing it with Matter & Gas, another firm, or their own team.

From the beginning:

Runs in your AWS account
Code lives in your GitHub repository
Founder controls infrastructure and codebase

Feasibility output

What the system analysis produces

Before building anything, we pressure-test the system behind the idea.

The analysis below is a simplified example of the feasibility report our system generates. It highlights where complexity lives, what an MVP would require, and where systems typically fail in production.

Analysis preview

AI Contract Review Tool — Commercial Leases

7/ 10
High complexity

Legal documents have high variance in structure and language across jurisdictions

Product description

An AI system that ingests commercial lease agreements, extracts key terms (rent escalations, renewal options, tenant obligations), flags non-standard clauses, and generates structured summaries for legal and real estate teams. The system augments — but does not replace — attorney review.

MVP definition

Timeline: 6–8 weeks

Process 50 real leases from the pilot client with 85%+ field-level accuracy on the 15 core fields, confirmed by attorney review.

Regulatory · highData Quality · highDomain Expertise · mediumIntegration · medium

Run the analysis for your idea

Describe the system you're considering and see what the feasibility analysis reveals.

Run the analysis

Architecture

Built for systems that have to survive production

Every system we build follows the same architectural principles — regardless of domain.

  • Serverless AWS architecture
  • Event-driven workflows
  • Infrastructure as code
  • Observability from day one
  • Security boundaries and least-privilege access

Case study

See how the Matter & Gas platform was built

This platform runs the analysis system you just used. The architecture decisions, trade-offs, and implementation details reflect the same system principles used for client work.

Who we build for

  • Domain experts building vertical software products
  • Founders replacing fragile workflows with durable systems
  • Teams that plan to operate what they build
  • Buyers who value technical clarity and long-term ownership

Not a fit

  • Pitch-deck validation
  • “Just add AI” experiments
  • Cheap MVP shopping
  • Projects where it’s acceptable to rebuild everything later

If this resonates, start with your idea — and we’ll pressure-test the system before anything gets built.