Task boundary
Define the narrow decision or transformation the model assists and the cost of an incorrect result.
TechnologyAI Integration Engineering
Where it mattersKnowledge retrieval
Applied AI systems
AI Integration Engineering
A production AI feature is a measured workflow around a model, not a prompt attached to a text box.
How we use it
A technology choice is useful only when it improves the product or its operation.
We integrate AI where probabilistic interpretation improves a defined task. Inputs, context, tools, policies, evaluation, review, and monitoring are designed as one system so model changes do not silently change product behavior.
Architecture decisions
Context
Control retrieval, permissions, freshness, source attribution, and context size.
TechnologyAI Integration Engineering
Where it mattersDocument extraction
Evaluation
Use representative cases and quality thresholds instead of relying on demonstration prompts.
TechnologyAI Integration Engineering
Where it mattersRequest classification
Action safety
Separate suggestions from consequential actions and require validation or approval where appropriate.
TechnologyAI Integration Engineering
Where it mattersDraft assistance
Where it fits
01—
Knowledge retrieval
02—
Document extraction
03—
Request classification
04—
Draft assistance
05—
Semantic search
06—
Reviewer copilots
Engineering choices