Solutions

AI-Powered Applications With AI at the Core

An AI product is not a model with a text box in front of it. It is retrieval, context, guardrails, and the ordinary application engineering that makes all of it dependable.

What we build

The demo convinced everyone, and turning it into something customers can rely on daily is a different piece of engineering.

Products with AI at the core, from LLM integration and retrieval systems through to production operation.

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  • The model inside a product

    Interface, application, and data layer built around the model rather than bolted onto it afterwards.

  • Grounded answers

    Retrieval wired to your own data, so output comes from your content and not from the model's memory.

  • Guardrails and evaluation

    Output validation, fallbacks, and a way to measure answer quality before release and after it.

  • Cost and latency in view

    Token spend and response time measured from the first week, because with AI both are operating costs.

Tools

What we work in

The tools this work runs on, and what each one is here for.

  • Claude

    Reasoning, tool use, and long-context work.

  • OpenAI

    GPT models where they score better on the task.

  • LangChain

    Orchestration for chains, tools, and agent steps.

  • Qdrant

    Vector search behind retrieval and grounded answers.

  • Python

    The service layer around the models and the data.

  • AWS

    Where inference, queues, and storage actually run.

Also in solutions

The rest of what we build

Most engagements touch more than one of these. Start wherever the problem actually is.

AI & Machine Learning

Ship AI features that survive production, from LLM integration and retrieval through to operating them reliably.

UI/UX Design

Product design with clear user flows, readable screens, and a system that keeps both consistent as the product grows.

Front-End Development

Build front ends designed for performance, accessibility, and the devices your customers actually use.

Back-End Development

Develop secure, scalable back ends, data layers, and infrastructure that stay reliable under load.

Mobile Development

Launch iOS and Android apps with fast starts, reliable sync, and a consistent experience on each platform.

QA Automation

Ship release-ready software with automated coverage of the journeys a failure would actually reach.

Start With the Problem

The technology itself is only part of the solution. We focus on building systems that are reliable, maintainable, secure, scalable, and cost-effective.