Services Industries Work Playbook Journal About Pricing Contact Book a Call

Playbook · Legal · Healthcare · Services

AI Intake & Qualification

Enquiries read, classified, scored and routed before a human opens them. The highest-return automation we deploy.

The problem

What this
actually fixes.

Enquiries arrive unstructured, at all hours, in wildly varying quality. Senior people spend chargeable time reading messages that were never going to convert, and genuinely urgent enquiries sit in a queue behind them.

The pattern

How the
automation runs.

01

Capture

Every channel — web form, email, phone transcript, chat — normalised into a single structured record before anything else happens.

02

Classify

Matter or service type, urgency, jurisdiction or location, and rough value band, extracted with a model constrained to your own taxonomy.

03

Qualify

Eligibility rules you define, applied consistently. Out-of-scope enquiries get a polite, accurate decline with a signpost elsewhere.

04

Route

Delivered to the right team with a structured summary and a draft reply, logged to the CRM with source attribution intact.

05

Escalate

Anything below a confidence threshold, or matching a defined risk pattern, goes straight to a named human with the reason attached.

What we measure

The metrics that
prove it worked.

First-response time

Qualified enquiry rate

Admin hours per week

Cost per instruction

Typical timeline

4–6 weeks

Typical investment

£6K – £14K

Sectors

Legal · Healthcare · Services

Scope this

FAQ

Questions about
this pattern.

Yes. The agent captures and classifies information — matter type, urgency, location, rough value — against a taxonomy you define. It is explicitly constrained from giving advice or forming any agreement, and anything outside a confidence threshold escalates to a named human with the reason attached.

Across the engagements we have shipped, intake administration typically falls by around 60% and first-response time drops from hours to minutes. The saving comes from senior people no longer reading enquiries that were never going to convert.

They route straight to a human with the full conversation, the structured summary and the reason for escalation. The design principle is that an uncertain agent should hand over immediately rather than guess — a wrong confident answer costs far more than a handover.

Let's talk

Run this pattern
in your business.

Thirty minutes, free. We will map this pattern onto your actual process, estimate the saving, and tell you whether it is worth building — sometimes it is not.

Book a 30-minute call

30 min · Zoom or phone · Your timezone


You'll be talking to Nurullah.

Founder & CEO. No account manager in between — if you book or fill in the form, it comes to Nurullah directly.

Prefer we reach out?

Leave your details. We'll reply within one business day.

Ballpark budget (optional, helps us prep)

By submitting you agree to our privacy policy. We never share your details. No marketing emails.