Systems

AI integration.

We put AI to work inside your product or process, in search, drafting, classification or support, and test it against your real data before it goes live. For teams that want a feature that works, not a demo.

Scope this build3–8 weeks

01 — Problem and outcome

Before · after
The problem

AI is easy to demo and hard to trust.

A prototype that impresses in a meeting can fail on real customer data. Without testing you get wrong answers, unclear costs and a feature nobody relies on.

The outcome

AI that does one job well and shows its work.

A feature your team or customers use every day, with accuracy measured on your own examples, costs known in advance, and a handoff to a person when the model is unsure.

02 — The detail

Included · process · FAQ
01

Use-case scoping

We pick the one job where AI pays off and define what good enough means before anything is built.

02

Data review

A look at the data the model will see: quality, privacy, and what should never leave your systems.

03

Build and integration

The AI feature built into your existing product or workflow, with the model provider chosen for your accuracy, speed and cost needs. Training new models from scratch is not part of this service.

04

Testing on real examples

An evaluation set built from your own cases, so accuracy is a number rather than a feeling.

05

Guardrails and fallback

Limits on what the model can say or do, and a route to a human when it is unsure.

06

Cost and monitoring

A running-cost estimate up front, and monitoring after launch so quality does not drift unnoticed.

03 — Example build

Mini case study
Marketing agency · Pakistan · January 2026

An AI chatbot built into a live agency website.

ClientA marketing agency based in Pakistan.
BuiltAn AI chatbot integrated into the agency's existing Next.js website.
ShippedJanuary 2026.

Talk through your version.

Tell us what you have and what you want it to do. On a first call we ask questions, tell you honestly whether we are the right fit, and outline a scope.