The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for Margin-and-leak analytics.
Engineering & Capital Goods
The signal that would tell the firm where it is losing money, by job type, by supplier, by machine, by project head, is scattered across estimating, accounts, and quality, and never assembled.
Who has it
Custom machine builders, heavy fabricators, machine-tool makers, and project and EPC houses, the data-rich, leak-prone segments.
What we build
A consolidated analytics layer that pulls estimate-versus-actual, procurement variance, scrap and rework, and project overruns into one leak view, ranked by rupees, so the biggest leak is always on top.
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 Margin-and-leak analytics.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for Margin-and-leak analytics; 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
The firm always knows its single biggest leak in rupees. Illustrative: the top three leaks named and quantified within the first engagement.
Illustrative outcome
The firm always knows its single biggest leak in rupees. Illustrative: the top three leaks named and quantified within the first engagement. 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.