Everything we build, and what it actually takes.

Three tiers. The first two are table stakes done properly: production-grade software, and the data work behind it. The third is where we're different.

Start a projectAgentic AI

Agentic AI

Built to be trusted

Not a bolt-on chatbot. Grounded, guardrailed, auditable AI wired into the systems you already run, with a human in the loop where it counts.

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Agentic Workflows (Guardrailed)

Multi-agent automation with the safety rails most teams skip until something goes wrong.

Autonomous agents are easy to demo and hard to trust. We build the unglamorous half: scoped permissions so an agent can only touch what it should, approval gates on anything irreversible, full audit trails of every decision and tool call, and deterministic fallbacks when a model goes off-script. You get automation you can actually put in front of customers — and an answer when someone asks what it did and why.

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Document Intelligence (RAG)

Ask your contracts, policies, and internal docs a question. Get a cited answer.

Retrieval that holds up past the demo. We handle the parts that decide whether RAG works in production: chunking tuned to your document structure, hybrid search so exact terms and part numbers still match, reranking, and citations on every claim so a reader can verify it. When the answer isn't in the corpus, it says so rather than inventing one.

AI Integration & Automation

AI embedded into the stack you already run — not a separate product to adopt.

The highest-leverage AI work usually isn't a new interface, it's removing a step your team repeats over and over. We find those steps, then wire models into the CRM, the inbox, the ticket queue, or the pipeline where the work already happens — with evaluation in place so you can tell whether it's actually helping.

Custom Conversational AI

Assistants that know your business, your catalogue, and their own limits.

Grounded in your real data and connected to your real systems, so it can check an order or book a slot instead of describing how. Scoped to what it should discuss, with a clean handoff to a human the moment it's out of depth. Text or voice.

MCP Server Development

Make your product callable by Claude, ChatGPT, and every other agentic client.

MCP is becoming how AI clients talk to software. We build production MCP servers over your existing API — designing the tool surface so a model uses it correctly, with authentication, rate limiting, and error messages a model can actually recover from. The result: your product becomes something an agent can operate on a customer's behalf.

WebMCP Integration

Make your website itself operable by AI agents, not just readable by them.

Agents are starting to arrive as users. WebMCP exposes your site's real capabilities — search, configure, book, purchase — as structured tools an agent can invoke, instead of leaving it to guess its way through your DOM. Early, and exactly the kind of early that's worth being first on.

Foundation

Build & ship

Production-grade web and custom software, delivered fast and hardened for real use.

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Rapid MVP Sprints

Idea to a working, deployed product in one short, fixed-scope sprint.

A short, fixed-scope engagement that ends with something real: deployed, usable, and yours, repository included, no lock-in. It exists so you can put a working product in front of users or investors while the idea is still hot. It is where most engagements start.

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Web & Product Engineering

Fast, production-grade web apps and platforms that hold up under real load.

Modern web products built the way they should be: typed end to end, tested where it matters, fast on a mid-range phone, accessible by default, and instrumented so you can see what's happening in production. Next.js, React, and TypeScript on the front; whatever the problem actually calls for behind it.

Custom Software Development

Bespoke systems shaped around your workflow instead of the other way round.

For the process that no off-the-shelf tool fits — the one currently held together by three spreadsheets and one person who knows the trick. We map how the work actually happens, then build the system around it: internal tools, operations platforms, integrations between things that were never meant to talk.

AI Code Rescue & Hardening

Turn a vibe-coded prototype into something you can safely put in front of users.

AI-assisted code gets you to a working demo remarkably fast, then stalls the moment it needs to be secure, maintainable, or extended by someone new. We audit what you have, fix what's actually dangerous — auth, data handling, injection surfaces, silent failures — restructure it so it can be worked on, and add the tests and CI that stop it regressing. You keep the momentum; you lose the liability.

E-Commerce & Retail Systems

Storefronts, catalogue logic, and the retail operations tooling behind them.

The interesting problems in retail are rarely the storefront: they're catalogue structure, variant and pricing logic, inventory that stays honest across channels, and the internal tooling your team lives in all day. We build both halves, and the reporting that connects them.

Intelligence

Data & insight

Pipelines, dashboards, and models that turn the data you already have into decisions, not just reports.

Data Warehousing & BI

One version of the numbers, and dashboards people actually open.

Most reporting problems are really definition problems: three teams, three answers for the same metric. We consolidate the sources into a warehouse with the business logic defined once, then build dashboards around the decisions you're trying to make rather than around whatever the tool defaults to charting.

Data Mining & Pattern Discovery

Find the customer and product patterns already sitting in your data.

Segmentation, churn and repeat-purchase signals, basket and affinity analysis, demand patterns. The output isn't a model file — it's a short list of findings specific enough to act on, with the confidence and the caveats stated plainly.

Geospatial Intelligence

Satellite and location analytics for agriculture, logistics, and real estate.

Satellite imagery and location data answer questions that are expensive to answer on the ground: crop health and change over a season, land use and site suitability, catchment and route analysis. We handle the acquisition, processing, and the interface that turns it into something a non-specialist can act on.

Let's build the first version.

One message. No long forms, no qualification gauntlet. Tell us what you need and you'll get back the fastest honest path.

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