Scenario
Users, frequent questions and handoff boundaries.
08 / AI
AI where it reduces manual work
I integrate knowledge search, assistants and automation into a specific process. We begin with the questions and trustworthy sources, not a generic chatbot widget.
AI pilot: 7–30 working days
An AI assistant shaped around your content and workflow.
01 / SCOPE
What makes an integration useful
Data and retrieval
Permitted documents, updates and relevant passages.
Quality control
Test questions, source links and uncertainty handling.
Okhana — AI within a product flow
An example of an assistant used in the product context rather than as an unrelated overlay.
View the work ↗
03 / PROCESS
Start with a testable pilot
- 01
Choose the task
Pick a narrow, repeated problem with usable data.
- 02
Prototype
Build retrieval and response on a limited collection.
- 03
Evaluate
Compare answers with sources and adjust.
04 / FAQ
Common questions
NEXT STEP
Find an AI use case
Tell me which questions or documents take your team the most time.
OJ / BRIEF