The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for sales follow-up.
General Manufacturing
Quotes, samples, dealer leads and repeat-order opportunities die because nobody owns the next action; the installed base and the spares or AMC line are run on memory and under-sold; routine status nudges depend on someone remembering.
Who has it
Across all segments, sharpest in make-to-order job-shops and assembly shops (quote chasing, sample follow-up) and any maker with an installed base or repeat-order book.
What we build
Timed, rules-based nudges and reminders over WhatsApp and email built on the client's own enquiry, quote and purchase history: quote and sample follow-up sequences, repeat-order and replenishment reminders, proactive status updates, and a spares or AMC reminder flow off the installed-base register, with every offer signed off by a person.
What is automated, where AI helps, who signs off
The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for sales follow-up.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for sales follow-up; it never owns the number, the approval, the promise or the decision.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.
What changes day to day
Quotes get chased instead of dying; repeat orders and spares demand that was leaking comes back; customers feel proactively looked after. Spares-and-service revenue is recovered by proactively capturing demand already in the installed base.
Illustrative outcome
Quotes get chased instead of dying; repeat orders and spares demand that was leaking comes back; customers feel proactively looked after. Spares-and-service revenue is recovered by proactively capturing demand already in the installed base. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
Book a free 60-minute call, then a free Blueprint on the firm's own records. Deep-dive and build, followed by run and govern so the workflow keeps paying back.
Related builds
A free 60-minute call. No cost, no obligation, just a clear read on what is worth building.