Engineering depth
Senior production experience.
Our technical leadership brings experience building production software and modernizing legacy systems while existing users depend on them.
Our team & expertise
Built by people
who understand
the whole system.
System & Form brings product direction, design, software engineering, and applied AI into one practice.
Our experience spans production software, financial workflows, healthcare AI, and connected business operations. We connect that experience to the practical work of building, integrating, and operating your product.
Explore the evidence ↗Business context↔Product experience↔System architecture↔Working software
Inside a connected productIllustrative architecture
Customer applicationTeam workspacePartner portal
The application layer
Identity · Permissions · Business rules · APIs
01Shared dataRecords & history
02IntelligenceModels & review
03ConnectionsExisting systems
Research experience
Applied machine learning.
Our team's background includes machine learning in lending and healthcare, alongside peer-reviewed research in privacy-preserving ML.
Business perspective
Operators and product leaders.
Experience in banking, lending, and running consumer businesses informs how we prioritize workflows, releases, and the work after launch.
How our expertise comes together
Every layer
has an owner.
A successful product needs more than implementation. These are the responsibilities we bring together around the scope of your project.
Product & delivery
Turn business priorities into a clear scope, useful user journeys, and reviewable milestones. Keep decisions and dependencies visible.
Priorities / UX / DeliveryArchitecture & development
Design the data model, APIs, business rules, and integrations. Build the interfaces and operational tools on that foundation.
Platforms / Data / IntegrationsApplied AI & data
Connect document processing, retrieval, recognition, and assisted decisions to usable products—with clear review points.
Models / Evaluation / WorkflowsQuality & operations
Check the critical journeys, prepare releases, document the system, and define how it will be maintained and supported.
Verification / Releases / HandoverEngineering / Private evidence
The decisions
behind the screen.
Explore the architecture, migration work, and operational decisions behind selected engagements. Detailed case studies and product recordings are available with an access password.
View private workAI-assisted engineering
Modern tools.
Accountable engineering.
AI helps us move through exploration and implementation. Technical judgment stays with the people responsible for the system.
Where AI helps
Explore. Implement.
Test. Document.
We use AI-assisted tools to investigate codebases, compare implementation options, produce scoped changes, and support tests and documentation.
That creates more room to work through the product and architecture decisions that deserve attention.
Where responsibility sits
Architecture. Review.
Verification. Release.
Our engineers own the design of the system, inspect changes, and check the critical workflows. A generated implementation still has to meet the requirements.
Working milestones make the software and its tradeoffs visible while there is time to act on them.
Tools chosen for the job
Depth across
the modern stack.
Our portfolio spans application development, cloud data, operational platforms, and AI. The architecture follows your existing systems and requirements.
- Applications
- TypeScript · React · Next.js
Responsive customer experiences and operational web applications.
- Data & cloud
- PostgreSQL · Supabase · Cloudflare · Railway · Vercel
Structured records, application infrastructure, and deployment.
- Business systems & accounting
- Medusa · Square · QuickBooks integrations
Catalogs, orders, payments, quoting, and connected accounting workflows.
- Applied intelligence
- Document extraction · Image recognition · Record-based assistants
Models connected to domain data, usable interfaces, and review states.
Ways to work together
Start where
the work is.
A clear first engagement makes the larger investment easier to evaluate. We define the team, scope, deliverables, and next decision together.
Discovery & architecture
Clarify the opportunity
Map the workflow, inspect the current system, and define the first useful release.
Prototype & validation
Make the idea tangible
Test a product experience or technical uncertainty before committing to the full build.
Platform delivery
Build or modernize
Create a new application, take over an existing one, or connect systems around a business workflow.
Let’s build something useful
Bring the context.
We’ll bring the right disciplines.
Tell us what the business needs, what already exists, and what is getting in the way.
Start a project ↗