AI development and automation, grounded in your data - not the hype.

An AI chatbot for business is an assistant that answers questions and takes simple actions using your own content and tools. Done well, it can handle customer support from your knowledge base, help staff find answers in internal docs, qualify leads, or pull information out of documents - grounded in your data so it stays accurate and on-brand.

RAG means the AI retrieves relevant passages from your own approved content and answers from those, instead of relying only on what a general model happens to know. It matters because it keeps answers grounded in your facts, cuts down hallucination, and lets the assistant cite where an answer came from. It's how we make a chatbot trustworthy on your data.

A chatbot mostly answers questions. An AI agent goes further and takes actions across your tools - drafting, filing, updating records, triggering workflows. Agents are more powerful but also more complex and more expensive per task, so the honest answer is that many businesses need a good grounded chatbot or a focused automation, not a full autonomous agent.

Often, just a well-built chatbot or a focused automation. Agents that act autonomously across systems earn their cost only when the workflow genuinely needs multi-step actions. We'll scope it to what your task actually requires rather than sell you the most expensive option - sometimes the simpler build is the smarter one.

We ground it in your data with RAG so it answers from your content, tune retrieval quality, add guardrails and refusal behaviour so it says 'I don't know' rather than guessing, and evaluate answers against a real set of your questions before launch. For anything consequential, a human reviews. Hallucination is an engineering problem, and that's how we manage it.

Your data stays yours and is handled with least-privilege access and sensible retention. Where data is sensitive, we can self-host or keep it inside your own environment. We sign an NDA on request, before you share anything. Security and privacy are designed in, not bolted on.

No. We build on enterprise and API tiers of the major model providers, which exclude your business data from training by default - unlike consumer AI plans, which often do train on what you type. It's a distinction most buyers don't know exists, and we keep you on the safe side of it. We can put it in writing.

Yes, fully - the code, the prompts, and your data transfer to you on final payment, with no lock-in. We build on mainstream models and open frameworks, so you can take it to any team and swap the underlying model as the market changes. You are never trapped with us.

We're model-agnostic and pick the right one for the job, your budget and your data sensitivity - Claude, GPT, or capable open-weight models you can self-host. Because it's swappable, you're not betting your product on one vendor, and we can move to a better or cheaper model as they arrive.

Practical, grounded automation: triaging and routing incoming messages, extracting structured data from documents, drafting and summarizing content, and connecting the tools you already use so work moves without manual copying. We aim it at a specific, repetitive task where it clearly saves time - not vague 'transformation'.

AI work is scoped to your requirement, so we don't sell a one-size package or hide behind a quote wall. We start with a short discovery or a small pilot on your data, then give you a fixed quote before any build, billed against milestones. You always see the number, and what you own, before you commit.

Weeks, not months, for most focused builds. We usually start with a short pilot so you see it working on your data quickly, then build the full feature once you've approved it. The exact timeline depends on scope, integrations and how clean your content is, and you get a real one after discovery.

Yes - embedding AI into something you already run is one of the main things we do: semantic search, summarization, recommendations, or an in-product assistant, wired into your existing site, app or tools. If you also need the product built, we can build it and add the AI in one go.

When a simple rule-based automation, a better search box, or fixing a process would solve it more reliably and cheaply. AI is powerful but it isn't the answer to everything, and it adds cost and complexity. If that's your situation, we'll tell you honestly and point you to the better fix - even if it's a smaller job for us.