From a description to a reviewable declaration.
Retrieval, clarification and structured output — with an accountable review step.
- 01
Describe the goods
→ - 02
Retrieve relevant guidance
→ - 03
Clarify missing information
→ - 04
Structure a suggestion
→ - 05
Review and confirm
→
The challenge
Product descriptions can be incomplete, inconsistent and difficult to connect to the right reference material. A useful assistant must expose what is missing and support a reviewable decision.
Practical outputs
- Source-linked retrieval
- Targeted clarification questions
- Structured suggested classification
- Human review and exception handling
What to evaluate
Evaluate source grounding, appropriate abstention, ambiguity handling and reviewer usability before expanding operational use.
An illustrative explanation of an approach; not a client engagement or deployment claim.
Explore the practiceRelated work
An Arabic interface for specialised investment assistants.
AI Systems
Enterprise & investment
Right-to-left product engineering, persistent conversations and separate knowledge contexts.
Speech interfaces for Pakistani languages.
AI Systems
Language & media
Recognition, synthesis and voice access to digital information.