Build and connect

AI applications & software modernization

Get a working tool built around how your business operates — starting small enough to prove it.

Sometimes no off-the-shelf product fits. We build focused internal tools and AI-enabled applications, often starting with a prototype on a timeline agreed in the proposal. We also help modernize older software so it can support AI features, and partner with your developers on implementation when you have an internal team.

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When this helps

Your team runs a critical process out of a spreadsheet that's outgrown itself.
You want to test an AI product idea before a full investment.
An internal application is hard to change and blocks new features.
Your developers need an experienced partner for an AI-heavy project.

What AgentSpring does

1
Prototype first
We build a narrow, usable version to test the idea with real users before committing to a full build.
2
Design around the work
Screens and steps follow how your people actually work, not a generic template.
3
Modernize in stages
For older systems, we isolate pieces that can be improved without a risky full rewrite.
4
Partner with your developers
We can pair with your team, review code, and establish practices for AI-assisted development.

What you receive

These are potential deliverables. Your proposal defines the exact deliverables and responsibilities; not every item applies to every engagement.

Clickable or working prototype
Production application when agreed
Source code in your repository
Deployment and hosting setup
Technical and user documentation

What we need from your team

Good results depend on your team's involvement.

A product owner who can make decisions quickly
Users available to test prototypes
Access to relevant systems, code, and environments

How success is assessed

Users complete the target task in the prototype
The production version meets agreed acceptance criteria
Your team owns and can run the code

What affects scope, timing, and cost

Number of features and user roles
Integrations with other systems
Condition of existing code
Hosting, security, and ongoing maintenance needs

Projects are scoped around your goals, existing systems, and the work required. Before work begins, we agree on deliverables, responsibilities, fees, and any ongoing software or support costs.

Where relevant, third-party licenses, hosting, model usage, and ongoing support are separate costs identified before work begins. Your proposal also defines integration access, ownership arrangements, handover, and support scope.

How pricing works

Illustrative example

Example: replacing a quoting spreadsheet

A services firm prepares quotes from a complex spreadsheet only two people understand. A small internal app could guide staff through the inputs, apply the pricing rules, and use AI to draft the scope narrative for review — with the spreadsheet logic preserved and tested.

See work & examples

Questions about this service

Who owns the code?

You do, as agreed in writing. Code lives in your repository.

Can you work with our existing developers?

Yes. Many engagements are partnerships with an internal team.

How fast can we see something?

Prototypes are designed to be quick, but timing depends on scope and access. We'll agree on it up front.

Related services

Talk through ai applications for your business.

The free workflow review is your starting point. Bring a project, a process, or a question about where to start.

What happens on the first call?

We’ll discuss what you want to improve, the tools you use, and the constraints you’re working within. You’ll leave with 2 to 3 automation ideas, whether or not we work together.

Start with a defined project or an uncertain problem. You’ll leave with 2 to 3 automation ideas, whether or not we work together.