What we can deliver
A bounded AI feature, evaluation examples, source visibility, human review and a fallback path.
04 / Services
AI integration
AI where it helps. Clear boundaries where it matters.
A good fit when
Your business has a repeatable reading, extraction or assistance task and a way to judge answer quality.
Consider another route when
A deterministic rule or database query already gives a reliable answer with less uncertainty.
02 /Capabilities
What this service covers
AI where it helps. Clear boundaries where it matters.
How we approach it
We test representative cases and failure cases, keep permissions outside the model and set review thresholds.
What shapes the scope
Data quality, model usage, evaluation, latency, permissions and human review all affect cost and scope.
03 /Process
From discovery to release
A shared understanding, visible progress and decisions you can follow. From the first conversation to a considered handover.
01
Understand
We ask how the business works, who the product serves and what a good outcome looks like.
02
Give it shape
We map the journeys and test a concrete design before expensive assumptions become code.
03
Build with care
We develop in reviewable increments, with testing, access controls and the everyday details accounted for.
04
Hand over properly
You receive the code, account ownership and documentation. Launch and ongoing care are agreed together.
Related insights
04 /FAQ
Frequently asked questions
When is AI integration the right choice?
Your business has a repeatable reading, extraction or assistance task and a way to judge answer quality.
What determines the cost of AI integration?
Data quality, model usage, evaluation, latency, permissions and human review all affect cost and scope.
How does a AI integration engagement proceed?
We test representative cases and failure cases, keep permissions outside the model and set review thresholds.
What is delivered through AI integration?
A bounded AI feature, evaluation examples, source visibility, human review and a fallback path.
When is another approach more suitable than AI integration?
A deterministic rule or database query already gives a reliable answer with less uncertainty.
AI integration
AI where it helps. Clear boundaries where it matters. A first product, a difficult workflow or software that needs a fresh start. Tell us where you are.