The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for Warranty, field returns, and the installed base.
Electricals & Electronics
Warranty, field returns, and the installed base
A branded fixture, motor, or pump fails in the field and the warranty claim runs on a paper card and a phone call: no clean record of which serial failed why, which dealer raised it, what it cost, or whether the failure clusters on one model, one batch, or one component. Separately, every unit shipped is an installed asset with a spares list, a wear cycle, and an AMC opportunity, run on memory and badly under-sold, exactly the after-sales annuity the brand leaders treat as a differentiator, with a nationwide service network a stated strength among the larger pump makers. 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. The biggest in-plant leak is different by segment: a cable or winding plant leaks at yield and scrap by process stage (drawing, annealing, stranding, insulation, winding) and energy per tonne; an EMS line leaks at first-pass yield and needs lot traceability (which reel, which board, which customer) for recalls and customer audits; a panel or transformer shop leaks at wiring rework and core or winding scrap.
Who has it
Warranty and field service matter most for LED, lighting, motor and pump makers; the installed-base spares and AMC annuity matters for motor, pump and transformer makers, with switchgear and panel makers a lighter case. The job-card, material reconciliation and scrap and yield layer touches every segment, sharpest for cable and winding plants on yield and scrap by process stage and for EMS contract builders on lot traceability and first-pass yield.
What we build
A warranty and field-return workflow with serial and batch capture, a cost-of-warranty view, and a failure-cluster read so the few failing models, batches, or components surface and feed back into quality and procurement. An installed-base register (every unit, its customer, its spares list, its in-service date), a spares demand-and-reorder view off it, and proactive service and AMC reminders. A job-card and routing workflow, material-issued-versus-output reconciliation, floor capture of stage and cost, and for EMS a lot-traceability layer (reel-to-board-to-customer). The scrap and yield layer clusters loss by the variable that actually drives it for that segment.
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 Warranty, field returns, and the installed base; 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
Warranty failures cluster to a cause and get fixed; spares and AMC revenue rise with no new customers; the after-sales annuity is run, not left on memory.
Illustrative outcome
Warranty failures cluster to a cause and get fixed; spares and AMC revenue rise with no new customers; the after-sales annuity is run, not left on memory. The owner sees what is in process and where without walking the floor; material reconciles to output so scrap and pilferage surface; the worst yield patterns surface quickly; EMS lots are traceable for a recall or an audit. 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.
Related builds
What tends to pair with this one.
Same industryAnomaly and exception alertsSee what we buildSame industryApproval workflowsSee what we buildSame industryCompliance and statutory workflowsSee what we buildAgri-Processing & CommoditiesYield and out-turn / recovery reconciliation, per lotSee what we buildAuto Components & AncillaryProduction and job-work operationsSee what we buildAutomotive DealershipsService and workshop operationsSee what we build
Find the one build worth funding first.
A free 60-minute call. No cost, no obligation, just a clear read on what is worth building.