Custom software and AI integration

We build custom software and extend existing applications, adding integration where AI helps. Work can include , portals, or replacement components.

ScopePrototype through production release
Delivery timingDays for a focused prototype, weeks for a well-defined release when access and decisions are ready
How we check itEvery release gets code review and tests of the complete task, whether or not it uses AI.

Connect and extend your existing software

Your existing software holds accounts, data, and release processes the business depends on. We review the current application first, then add features or replace components without assuming a full rewrite.

Good fit

  • Teams connecting business systems that don’t share data
  • Organizations updating a slow, error-prone workflow
  • Software products adding AI, data features, or automation
  • Companies that need a custom portal or internal platform

Not the right fit

  • Rewrites with no clear business result in view
  • Integrations where no one owns the systems being connected
  • Problems a simple change would fix without AI

What you get

Custom application

A portal, back-end service, or product feature built around the way your business works.

Integration layer

connections, data conversion between systems, sign-in and user accounts, and reliable syncing.

Maintainable release

Reviewed code, automated tests, deployment instructions, and a migration or rollout plan, so your team or ours can maintain it.

How it works

Review the current software

We review your code and systems to find what can be reused, what is fragile, and what the release depends on.

Build the main task

We build the application and its integrations, review the code, and test the complete task from start to finish.

Migrate and verify

Before users switch over, we test data migration, permissions, compatibility, and to the previous version.

Scope, cost, and ownership

What we need from you

  • Access to the code or interfaces being extended
  • Someone who can make product decisions, provide integration credentials, and approve releases

What affects cost

  • Application scope and the condition of existing code
  • Quality of outside and the amount of data to migrate
  • Security, testing, and deployment complexity

Technical scope

  • Application architecture
  • APIs and webhooks
  • Role-based access
  • Workflow events
  • Legacy system integration
  • Web applications
  • Cloud deployment
  • Monitoring and logging

Support and maintenance

Your team can maintain the application after handoff, or we can provide continued development and support. We agree on that before release.

Common questions

Can you work with legacy software?

Often. We use the most dependable interface available: an , a database view, a file exchange, or a controlled browser workflow.

Can a production release ship in weeks?

Yes, when the release is well defined, systems and data are available, access decisions come quickly, reviewers respond promptly, and security requirements are known. Open research questions or complex dependencies take longer.

Can we modernize without replacing the whole application?

Often, yes. We change one workflow at a time, for example by adding an API or replacing a single component, while the rest of the application keeps running. Before choosing an approach, we check data rights, version compatibility, and how to roll back. When no supported interface exists, a browser adapter that operates the existing screens is possible, but we set out its reliability limits before anyone relies on it.

See how we add APIs and agent integrations

See also

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