Built around your problem, not off a shelf.
Most sell you a layer. We build the whole stack.
The models everyone talks about are a commodity, anyone can rent them. The value is everything around them, from the engineers who build it to making it fit how your business runs. We do all of it, end to end.
We build assistants that talk to your customers on your website or on Telegram. They answer from your own information, qualify and capture the right leads, and hand to a person the moment one is needed.
Lead capture and trial-class booking for a tuition centre.
Guided flow
A scripted, predictable path. Built for capturing and qualifying leads, and for booking. It never invents an answer.
Grounded retrieval
Every reply drawn from your real menus, policies, and FAQs, and traceable to its source.
Agentic
It does the task, not just the talk. Books the class, checks the calendar, updates your system.
Hybrid, with handoff
The scripted path for the routine, open conversation for the rest, a person the moment it is warranted.
We turn the documents and data you already hold into something you can simply ask. Answers come back grounded in your real information, with a citation you can check, and only ever from what each person is allowed to see.
Years of contracts and policies a firm can finally just ask.
Document Q&A
Ask across your files in plain language. The grounded default.
Hybrid, re-ranked search
Keyword and meaning combined, then re-ranked for precision, for when being exactly right matters.
Structured-data Q&A
Put a question to your databases and spreadsheets, and get a number, a table, a trend.
Connected knowledge
A knowledge graph for when the relationships matter as much as the facts.
We build systems that read what arrives, customer reviews, applications, vendor documents, tenders, and judge it against the criteria you set. Every score carries its reasoning, the judgement stays consistent across the pile, and your team always has the final call.
A week of customer reviews for a café, scored and flagged for a reply.
Rubric scoring
Each item measured against the criteria you define.
Triage and routing
Sort what comes in and send it to the right place and priority.
Ranking and shortlisting
Score the whole pool against itself, and surface the strongest first.
Explainable and audited
Every score justified, checked for bias, signed off by a person.
These three are where we go deepest, not the limit of what we build. Every solution is tailored to your business, built from your own data, wired into the tools you already use, and handed over for your team to own. Bring us a problem that fits none of them, and we will tell you honestly whether AI helps.
The right model, in the right place, at the right cost.
We are not tied to any one provider. We choose the model and the place to run it that fit your problem and your budget, your own infrastructure included when that is the right call.
From Anthropic. A favourite for code and careful writing.
GPT. The most widely adopted, with the broadest tooling.
From Google. The longest context, native to Google's apps.
Meta's open weights. Run it on your own hardware.
Open and efficient, with strong value for the cost.
A simple platform, quick and cheap to ship on.
Built for web front-ends, global by default.
The full cloud, for when scale demands it.
A global edge network, very cost-effective.
Fully self-hosted, for total control.
Serverless Postgres, with pgvector for search.
Postgres, auth, and storage in one.
You watch it take shape, in your own portal.
Every build runs in a private portal you share with the team building it. Follow each milestone as it moves, raise a change in context, and sign off on each piece yourself, with a full timestamped history. No status-update emails, and no being left in the dark.
Not sure which one fits?
Tell us how your business runs and we will map where AI genuinely helps. No jargon, no pressure.