Desired result
A defined, reviewable outcome
Give sellers a prioritized queue showing fit, intent signals, disqualifying factors, missing fields, evidence, recommended action, and routing owner.
Business workflow
Qualify and Route Leads with AI
Move beyond an opaque score by combining explicit qualification rules, source context, duplicate checks, ownership logic, and a visible human review queue.
The problem
Where the workflow breaks today
Inbound and researched leads arrive with uneven data, while informal qualification practices make routing slow, inconsistent, and difficult to explain.
How the workflow works
Move from trigger to accountable handoff
Collect eligible records
Receive approved form, research, or CRM records and confirm the minimum fields required for evaluation.
Apply fit criteria
Evaluate documented firmographic, use-case, region, and exclusion rules with a reason for each result.
Assess intent and gaps
Separate observed activity from inferred interest and request missing information where appropriate.
Review and route
Send borderline or strategic accounts to review; route accepted leads using current ownership and capacity rules.
Agents involved
Assign a specific role to each stage
Agent roles describe possible workflow responsibilities. Final configuration and availability depend on the selected implementation.
Lead Qualification Agent
Applies the qualification rubric and explains results.
View details →Sales Research Agent
Fills permitted context gaps with sourced information.
View details →CRM Assistant
Checks lifecycle, duplicates, and ownership before routing.
View details →Integrations involved
Connect only the systems the outcome needs
HubSpot
Lifecycle, source, activity, and owner context.
View details →Salesforce
Lead, account, campaign, and routing context.
View details →Slack
Review requests for high-value or ambiguous leads.
View details →Human approval points
Keep consequential decisions with people
Approval design should reflect the actual risk, audience, and permissions of this workflow.
✓Have sales operations approve the rubric and any scoring changes.
✓Review strategic accounts, conflicts, and borderline results before rejection.
✓Do not infer sensitive personal attributes or use them as qualification criteria.
Example workflow
Inbound demo request
A form submission enters the workflow. It checks required fields and duplicates, applies the approved rubric, notes a missing company-size signal, requests review, and assigns the accepted lead to the correct territory owner.
Workflow boundary
An example, not a promise of availability
This illustrates how roles, integrations, and controls can be arranged. Connection support and final behavior must be confirmed during implementation.
Implementation considerations
Decisions to make before execution
✓Version the rubric and record which version produced each result.
✓Test for unfair proxy criteria and regional restrictions.
✓Distinguish missing evidence from a negative qualification signal.
✓Monitor routing corrections and seller feedback.
Related workflows
Continue from an adjacent business outcome
FAQ
Questions to resolve when planning this workflow
Is an AI score the final sales decision?
No. The score applies a documented rubric and supports routing; people remain responsible for strategic exceptions and rubric changes.
Can sensitive traits be used in qualification?
They should not be inferred or used. Qualification criteria must be legitimate, documented business factors.
Discuss this workflow with our team.
Bring the outcome, current systems, approval needs, and exception paths you want to design.