Session 01 · 15 Nov ₹199 session · 15 Nov A 90 minutes AI session, ₹199 — open to anyone Starts in 15 Nov Join the session →

The stone exporter whose quotations stopped taking three days

An importer in Rotterdam asks for a CIF quote on four slab grades. Three days later they have already bought from Turkey.

Archetype
Marble and granite processor-exporter near Udaipur
Scale
120 staff · exports to 14 countries · 80% enquiries via email and trade portals
Run cost
₹12,000 – ₹20,000/mo
Payback
4–8 weeks on recovered quotations alone
This is a playbook, not a client claim.

Modelled on quotation turnaround times observed in stone and mineral export operations, published freight-rate API costs and model pricing at the stated volumes. Every figure below is an estimate and is labelled as one. Why we publish it this way→

The problem

Udaipur and its surrounding belt move an enormous amount of stone, and almost all of it is sold on quotations assembled by hand. An enquiry arrives in English from a buyer who may be in the Netherlands, Vietnam or the Gulf, specifying grades, finishes, thicknesses and a port.

Producing the quote means walking several rooms. Someone checks what is actually in the yard. Someone else looks up the current slab rate. Someone works out packing, inland haulage, freight to the named port, insurance and the applicable duty drawback. Someone writes the email. Three days, sometimes five.

What changed

The numbers that moved.

All figures modelled — see the note above.

Quotation turnaround
3–5 days Same day
Draft in ~20 min, human review and approval
Quotations issued per week
12 40+
Same sales headcount
Enquiries never quoted at all
~35% Under 5%
Mostly the ones that used to go stale
What we refuse

The list we will not build.

Most people selling AI leave this part out. It is the part that decides whether the whole thing survives its first year.

Automated slab grading from photographs

A misgraded container is rejected at the destination port and the freight is already spent. Decades of eye beats a vision model here, and will for a while.

Auto-sending quotes without approval

A decimal error in a CIF quote on a 20-tonne order is a disaster that cannot be recalled.

Session 01 · AI, from zero · Sunday 15 November 2026

The next session is 15 Nov

Ninety minutes, live. You bring one job you repeat; you leave with a ranked shortlist.