AIAI Capable

Sales and conversion

Quote follow-up and lead qualification

Map the rules that move a quote from sent to answered while keeping pricing, consent, and high-value conversations under human control.

The real problem

Start with the workflow, not the tool.

Most follow-up problems are not solved by sending more messages. The first job is to distinguish viable leads, missing information, price objections, timing objections, and requests that should be closed out.

A useful fit when

  • Teams that already send written estimates or quotes
  • Businesses that can identify quote status and booking outcome
  • Owners with approved email or SMS consent and follow-up rules

Evidence before advice

What we need to know first.

Quote volume, response time, and current follow-up sequence
Won, lost, expired, and unqualified outcome definitions
Approved message channels, consent records, and opt-out handling
Pricing authority and conditions that always require a person

Workflow spine

How the operating loop should work.

  1. 01

    Normalize

    Give every quote a status, owner, timestamp, and next permitted action.

  2. 02

    Prioritize

    Use clear rules for value, urgency, fit, and missing information.

  3. 03

    Draft

    Prepare a useful message tied to the real quote—not a generic reminder blast.

  4. 04

    Escalate

    Send negotiation, exceptions, complaints, and pricing changes to a person.

  5. 05

    Learn

    Connect message, response, booking, and collected-revenue outcomes.

Human controls

  • A person approves price changes, discounts, promises, and exceptions
  • Opt-outs and communication preferences override automation
  • The system closes loops; it does not badger people indefinitely

Failure modes to design for

  • Automating messages before quote status is reliable
  • Treating every quiet lead as equally valuable
  • Counting sent messages as success without booking attribution

Measurement

What success should connect to.

Quote response rate by cohort
Request-to-quote and quote-to-booked conversion
Median time to first useful follow-up
Collected revenue, opt-outs, and complaints attributed to the sequence

Bring the real workflow.

The useful starting point is actual volume, inputs, owners, failure cases, and outcomes—not a request to “add AI.”

Request The Build Brief