[Company logo]Use case / Knowledge platform

A product built end to end,
with an AI assistant inside.

A founder with a clear idea, a body of content, and no technical team. They needed the whole thing: the product, the backend, and an AI assistant that could answer questions from the content without making things up.

The situation

Where they started.

No CTO, no engineers, no infrastructure. Every technical decision was waiting on someone who did not exist yet.

The content was the asset. The assistant had to answer from it, cite it, and say "I do not know" when the answer was not there.

The founder needed a partner who would still be around after launch, not an agency that handed over a repository.

What we did

Four phases, as always.

The same shape as every engagement. The depth of each phase is what changes.

01

Understand

We worked through what the product had to do for its first users, and what could wait. The assistant was scoped around the content, not around what an LLM can do in general.

02

Architect

We chose the stack, set up the infrastructure, and designed the knowledge base: how content is ingested, chunked, indexed and cited.

03

Build

The product, the backend and the assistant were built together, with the assistant tested against real questions from the content before anything went live.

04

Run

We stayed on as the technology function: monitoring, improving the assistant from usage, and building the roadmap with the founder.

The product

What it looks like.

[One line on what these screens show]

Technology

What it runs on.

Chosen for the job, not for the CV. Boring where boring is right, new where it earns its place.

ReactNode.jsPostgreSQLLLM APIVector search[Cloud provider]Knowledge base pipelineMonitoring
What changed

The part that matters.

Numbers agreed with the client. Names left out on purpose.

[OUTCOME, e.g. time from first call to first release]
[OUTCOME, e.g. share of questions answered from the content]
[OUTCOME, e.g. what shipped in the first three months]
All use casesNext use caseTechnology partner for a sponsorship agency
Next step

Yours could be the next one.

If you feel your company can do more, it probably can. Most of the time the missing piece is quality technology, owned by a team that cares. A short call is enough to find out.