The first match is not a decision
A product name, dimension or photo can narrow candidates. Code, variant, unit, eligibility and inventory are verified in the authorised catalogue source before a result is presented as certain.
How everyday customer language can be matched to the correct catalogue record, which questions resolve ambiguity and when the workflow should avoid claiming certainty.

How everyday customer language can be matched to the correct catalogue record, which questions resolve ambiguity and when the workflow should avoid claiming certainty.
A product name, dimension or photo can narrow candidates. Code, variant, unit, eligibility and inventory are verified in the authorised catalogue source before a result is presented as certain.
When several candidates remain, one distinguishing question about size, use, connection type or brand is better than sending a long list.
Once an item is found, account price and available inventory are read under separate rules. A catalogue match does not mean commercial eligibility.
If photo quality, catalogue gaps or technical compatibility remain uncertain, the workflow does not guess; it hands the conversation context to the appropriate team.
The conversation on the right is illustrative; it shows the intended flow, not a customer claim or result.

Source data, permission limits, repeated requests, failed writes and agent handoff are validated together before launch.
We can assess the source system, permissions, exceptions and the first safe production scenario.
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