The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for production and job-work operations.
General Manufacturing
Production and job-work operations
What is on the floor lives in one supervisor's head and a paper job-card; nobody can say where an order has reached without walking the shop. Material issued against a job is not reconciled to output, so scrap, pilferage and yield loss hide. Work sent out for job-work (machining, plating, finishing, packing) leaves the gate on a Rule-55 challan and its quantity, quality and return are tracked on a register that does not reconcile, so material goes missing, ITC-04 is a quarterly scramble, and goods not returned in time become a deemed supply with a tax cost. Cost per job or batch is a guess made after the fact.
Who has it
Across all segments, most acutely make-to-order job-shops and process and batch plants; also contract units (batch records) and assembly shops (assembly progress and shortages).
What we build
One running record of the making: the work-order or job-card, material issued against it, the stage or process reached, the labour or job-worker it sits with, the quality check, and finished output. A job-work issue-and-receipt register that reconciles (challan out, conversion invoice and goods in), tied to ITC-04 preparation and the e-way-bill trigger above the statutory value threshold. Material-issued-versus-output reconciliation that surfaces scrap and yield loss. Floor and tablet capture so the shop feeds the office in real time.
What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for production and job-work operations; 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 owner sees what is in process and where without walking the floor; material issued reconciles to output so scrap and pilferage surface; job-work leaves and returns against a register that ties and ITC-04 stops being a scramble; true cost per job becomes a number, not an after-the-fact guess. Yield and scrap drift on one process line is surfaced and corrected, recovering a few points of material cost.
Illustrative outcome
The owner sees what is in process and where without walking the floor; material issued reconciles to output so scrap and pilferage surface; job-work leaves and returns against a register that ties and ITC-04 stops being a scramble; true cost per job becomes a number, not an after-the-fact guess. Yield and scrap drift on one process line is surfaced and corrected, recovering a few points of material cost. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
How this one gets built.
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.
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What tends to pair with this one.
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