The AI Estimator was built inside a 20-year Kerala aluminium fabricator serving 7,000+ customers — not as a pilot bolted onto a
finished product, but as the thing that plant needed in order to answer the
enquiries it was actually getting. The quotations it produced went to real
customers, priced at real rates, and had to be right the first time.
We do not name them, and we will not until they ask us to. A factory's enquiry
flow, rate card and margin are commercially sensitive, and a reference logo is
not worth putting any of that in a competitor's line of sight. If that costs us
credibility on a first read, we would rather spend it there than on our customer's
behalf.
What we will do instead is show you. The worked example that runs through this
entire site — quotation QT-2026-0847, six 2400 × 1800 two-track sliders, 216.15 kg
of aluminium, 35 bars, 11.2% off-cut — is the real shape of the output. On a demo
we run it on your enquiry instead.