AI lead qualification: build a rubric your sales team can review
Create a voice intake rubric that preserves confirmed answers, uncertainty and next steps, then evaluate it against human review.
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A qualification assistant should make the next conversation more useful. It should not decide that someone has money, authority or purchase intent because they sound confident. Start with explicit business criteria and evidence from what the caller actually said.
This guide concerns the conversation and its review. For the earlier step of responding to a submitted request, use the requested-callback guide. Separating these tasks prevents a fast first attempt from being mistaken for a qualified opportunity.
Define a small set of decision-relevant fields
Ask the sales team which facts genuinely change the next step. For a fictional commercial cleaning service, these might be the type of site, service area, approximate schedule and what the caller wants to arrange. Budget or purchasing role can remain unknown if the person cannot answer.
| Field | Accepted evidence | What to avoid |
|---|---|---|
| Need | Caller describes the service required | Inventing a problem from their industry |
| Location | Confirmed service address or area | Guessing from phone-number geography |
| Timing | Caller states a date or an uncertain range | Treating every inquiry as urgent |
| Decision process | Caller explains who is involved | Dismissing an assistant or researcher |
| Next step | Caller agrees to a specific action | Recording silence as agreement |
Keep “not asked,” “unknown” and “declined” distinct. They tell a reviewer different things and should not all become an empty field or a negative score.
Write a conversation that allows correction
A useful opening could be: “I'm the automated assistant for Harbor Cleaning. I can take a few details so the team knows what you need. What would you like help with?” This is an illustrative script, not a tested conversion formula.
Ask one question at a time. If the caller already supplied the answer, acknowledge it instead of asking again. Read back important details and allow “I'm not sure” without forcing a guess. Do not make a budget inference from hesitation, accent or speaking style.
For scoring, start with transparent rules your team can explain. A confirmed service-area mismatch may change routing; a complex question may require a specialist. Keep the underlying answers available rather than showing only a number.
Make the handoff truthful
Summarize confirmed facts, unresolved questions and the action actually completed. If a connected CRM action fails, label the write as failed or uncertain. Do not claim that the record is updated merely because a summary exists in the transcript.
Calendar bookings require the caller's confirmed details and a successful returned result. Human transfers require a supported route and an available recipient. When either is unavailable, offer an accurate follow-up request rather than a fictional confirmation.
Evaluate errors in both directions
Have a reviewer assess the same sample of calls using the agreed rubric. Count unsuitable leads marked ready and suitable leads incorrectly rejected. Also inspect omitted facts, fabricated values, corrections lost during the conversation and requests that reached no owner.
Track later sales acceptance separately from the assistant's classification. A meeting booked, meeting attended and sale completed are different business events. None proves that the assistant caused revenue by itself.
Practice the exact workflow
In Burki, use editable instructions and fictional browser scenarios before publishing. Inspect supported actions in integrations; an available provider or tool category does not imply every CRM operation is ready. The trial simulates external actions. Validate the exact connected workflow and its review process before letting qualification labels drive real outreach or customer decisions.
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