Use Case: Sales & Marketing

Lead Qualification GPT

Qualifies inbound leads in real-time, scores them on your BANT/MEDDIC criteria, and books your reps' calendars only with prospects worth their time.

Why MQL-to-SQL conversion is broken

The traditional B2B funnel — form fill, MQL routing, SDR follow-up after 14 hours, qualification call within 5 days — leaks at every stage. By the time a rep gets to the lead, the prospect has talked to two competitors, downgraded their buying intent, or forgotten they ever filled in the form.

A lead qualification GPT compresses the whole funnel into a single conversation. Lead lands on your site at 11pm; instead of a contact form, they get a conversational AI that qualifies them in real time, books a meeting on the right rep's calendar based on industry and deal size, and sends them prep material. The handover to the human happens warm, fast, and pre-qualified.

What we build

Conversational Intake

Replaces a 6-field contact form with a 3-minute conversation. Gathers role, industry, problem statement, current solution, and timeline more naturally — and gets 3x more meaningful data.

BANT/MEDDIC Scoring

Real-time scoring against your qualification framework. Each lead gets a 0–100 score with reasoning. Hot leads route to senior AEs; warm leads to SDRs; cold leads to nurture.

Calendar Booking

Connected to Calendly, Chili Piper, or HubSpot Meetings. The GPT books the right rep based on territory, industry, deal size, and current capacity.

Pre-meeting Brief

Before the rep takes the meeting, they get a 1-page brief with the lead's full conversation, top 3 priorities, and likely objections. Meetings start 15 minutes ahead of where they used to.

Where this slots into your stack

Conversion lift we've measured

An Australian B2B fintech with 600 monthly inbound leads saw their MQL-to-meeting-booked conversion rise from 18% to 41% in the first quarter after deploying a qualification GPT. Average lead-response-time dropped from 11 hours to 28 seconds. Sales cycle length on conversations originating from the bot was 22% shorter than form-originated leads — because reps showed up to first meetings already understanding the buyer's situation.

The bot doesn't pretend to sell. Its job is to qualify, not to close. We see consistently better conversion when the GPT openly says 'let me get you to the right person' rather than trying to demo the product in chat. Buyers want a real conversation with a human; the bot's job is to make that conversation more valuable when it happens.

Frequently asked questions

How is this different from Drift or Intercom Fin?

Drift and Fin are excellent off-the-shelf tools with strong base capability. A custom qualification GPT is the right choice when you have a complex sales motion (long cycle, multiple buyer personas, technical product) where the off-the-shelf scoring rules don't capture your nuance. We can also embed inside an existing Drift or Intercom deployment if you want both.

Will it scare prospects off with too many questions?

Calibration matters. We design conversation flows that ask the minimum necessary to score and route. Most flows are 5–7 messages, not 20. Conversion data shows abandonment is lower than for traditional contact forms because the conversational format feels less transactional.

Can it handle technical product questions during qualification?

Yes — we typically embed product knowledge so the bot can answer 'do you integrate with NetSuite?' or 'what's your SOC 2 status?' during the qualification flow. Answering basic product questions in the qualifying conversation is one of the biggest conversion levers we see.

What about bot abuse — competitors filling in fake details?

We deploy fingerprinting (IP, behavioural patterns, email validation against MX records) and a lightweight bot-detection layer. Genuine fake-lead-flooding is rare in B2B; we've handled it for 2 customers in 18 months and the mitigation took half a day.

Ready to build your custom GPT?

Get a free 30-minute scoping call. We'll map your use case, data sources, and ROI before you commit.

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