The problem it solves: response speed and focus
Leads decay by the hour, and most businesses treat every enquiry identically, a queue answered in arrival order, hot prospects waiting behind tyre-kickers. AI lead qualification changes the mechanics: the enquiry is read automatically, scored against your ideal-customer profile, routed to the right place (sales, support, a polite no), and the reply is drafted, so human attention goes where it converts. The AI automation page covers the build pattern; this page is the qualification use case.
How it works, concretely
The form (or inbox, or WhatsApp) feeds an LLM step inside a workflow (the workflow pattern, deterministic pipeline, AI at the judgment joint). The model reads the enquiry against a written ideal-customer profile you approve: budget signals, project fit, urgency, geography. Output: a score, a category, extracted fields, and a drafted reply for human review, or auto-send for the categories where you trust it. Routing follows the score: hot leads page you immediately (the Slack pattern), fits enter the normal queue, poor fits get the honest polite decline. Every decision is logged with its reasoning, so the scoring can be audited and tuned from real outcomes rather than vibes.
The guardrails that keep it honest
- No auto-commitments. The AI never promises prices, dates or scope, it routes and drafts; humans commit.
- Rejection needs care. The polite-decline path is the most reputationally sensitive, drafted, but reviewed until the data proves it safe.
- Privacy line held. Enquiry content goes to the AI provider, disclosed in your privacy policy, enterprise no-training settings configured (the AI data-privacy rules apply to your leads too).
- Measurement loops back. Response time to close, score accuracy vs actual outcomes, tuned monthly from data.
The prerequisite is unglamorous: a written ideal-customer profile (the brief discipline applied to yourself). With it, this is one of the highest-ROI AI features a service business can ship, response time drops from hours to minutes, and the hot leads stop hiding in the queue. The brief starts it; the calculator prices the surrounding build.