The short answer
Use AI to assist a defined qualification process. Keep consequential or ambiguous decisions reviewable and do not invent facts missing from the enquiry.
Before you start
- Map the enquiry from arrival through assignment, response, qualification and the next sales step.
- Collect representative successful, rejected and interrupted journeys with the relevant timestamps.
- Agree an owner and a fallback for every handoff that could otherwise leave a prospect waiting.
Put it into practice
01Define the starting point
Provide a clear rubric and permitted inputs. Ask the system to distinguish observed evidence from inference and unknown information. Avoid feeding unrelated personal data into the process.
02Build the next step
Test against representative examples. Include ambiguous, incomplete and unusual enquiries, not just clean demonstrations. Compare outputs with human review and record disagreement patterns.
03Review the evidence
Keep a correction and escalation route. Sales should be able to inspect the original message, override a label and improve the rubric. Model changes and prompt edits need revalidation.
A worked example
A mistake to avoid
Avoid allowing an automated summary to become the only surviving record. Preserve the source so people can verify context and correct mistakes.
How to evaluate the result
Test the process with realistic exceptions, not just the ideal path. Include missing information, duplicate events, unavailable owners and a temporary integration failure. Confirm that the original enquiry remains recoverable and that someone can see unresolved work. Evaluate operational quality alongside conversion: response relevance, correct routing and consistent qualification all affect the commercial result. Use customer feedback and record review to explain failure reasons before automating more steps. A dependable manual process is a better starting point than a complex workflow nobody can inspect.
Apply this to your business
Build a small evaluation set with expected evidence, unknowns and recommended next action. Measure errors that would lose a suitable prospect, not just formatting consistency.
Your working notes
Copy these prompts into your project document. Keep observations separate from assumptions and give the next action an owner.
- Trigger, responsible person and next action
- Exception handling and recovery route
- Verified delivery, response and commercial outcome
Record what happened at the next review. If the evidence is incomplete, write down what would resolve the uncertainty instead of forcing a positive or negative verdict.