HAMMAD YOUSUF

M-03

Adam

IN PRODUCTION

OBJECTIVE

Kill the quote bottleneck: customers describe a print job in plain language and Adam prices it in seconds using RAG over the real rate card — 24/7, on the web and WhatsApp.

AI estimation copilot — describe a print job in plain language, priced in seconds.

SYSTEM MAP

THE REAL INTERFACE

Don't take the numbers on trust — click through Adam's actual command center yourself.

OPEN COMMAND CENTER →

Fully interactive. Demo data, real interface.

TELEMETRY

24/7

instant quotes

seconds vs hours

turnaround

STACK

  • Next.js
  • Vercel
  • RAG
  • Claude API
  • WhatsApp Business API

PROMPT VAULT

The exact prompt running in production

PROMPT DROPS SOON

The exact production prompt behind this system is being cleaned up for release. Follow on Instagram to catch it the day it lands.

FAQ

Common questions

What is an AI estimation copilot?

An AI system that turns a plain-language job description into an accurate price. Adam does this for print jobs in seconds, using RAG over the company's real rate card.

How does Adam price a job?

Adam retrieves matching rows from the rate card with RAG, applies quantity and finishing logic, and returns an itemised quote — in seconds instead of hours.

Can Adam quote on WhatsApp?

Yes — Adam runs on the web and through the WhatsApp Business API, so customers can get quotes where they already are.

Related: next mission: Atlas · client results these agents produced