Assist qualification without hiding the evidence
Lead qualification turns an enquiry into a useful next action. AI can suggest a service category, summarise the need and identify missing information. It should not silently turn assumptions into facts about budget, authority or urgency.
Keep the visitor’s original message intact. Store the AI summary as a separate, attributable suggestion with a review state. Staff should be able to inspect the source and correct the interpretation.
Use an explicit output contract
| Field | Good behaviour | Unsafe shortcut |
|---|---|---|
| Requested outcome | Quote or summarise the actual need | Invent a business objective |
| Service fit | Suggest from a defined catalogue | Create an unsupported service |
| Budget | Preserve “not provided” | Guess from company size or language |
| Missing questions | Ask only what affects scope | Collect unrelated personal data |
| Next action | Recommend a human follow-up | Make an unapproved commercial commitment |
Validate the returned structure on the server. A valid JSON object is still not evidence that its contents are correct. Treat model confidence as a model output, not a verified probability.
Keep qualification out of the receipt path
Persist the lead before optional enrichment. If the model is unavailable, the team still needs the enquiry. Retry enrichment independently and show the difference between pending, reviewed and failed processing.
Limit provider input to the context required for the task. Avoid sending the entire CRM history when the public message and selected service are sufficient.
Pilot with a review queue
Compare suggestions against staff decisions on representative examples. Include vague, multilingual, conflicting and irrelevant enquiries. Record correction reasons and adjust the process. Do not claim a conversion improvement without a suitable measurement design and actual outcomes.
Connect AI assistance to a clear lead workflow, with a named reviewer and a working manual path.
A practical question
Should qualification delay the lead receipt?
No. Save the visitor’s validated contact and request first. Enrichment is an independently retryable suggestion and should remain distinguishable from facts supplied by the visitor.