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 line operations / project and installation tracking.
Renewables & Solar EPC
Production and line operations / project and installation tracking
For the module, mounting and BOS manufacturer, this is the core leak, exactly like any factory: cells, glass, EVA and backsheet are issued against a batch, but the good, full-power, ALMM and BIS-grade modules that come out the other end are fewer than the BOM assumed, and the gap, cell-to-module power loss, EL (electroluminescence) microcrack rejection, flash-test underperformance, lamination bubbles, soldering defects, downgrades to lower bins, hides as scrap and rework nobody costs by cause. The owner cannot say, today, the line yield and the rejection-by-cause for this shift. For the rooftop and C&I EPC contractor, the parallel is the project: what is on each rooftop lives in a foreman's head and a WhatsApp group, nobody can say where an installation has reached without a phone call, and material issued to a site is not reconciled to what was installed, so material walks and the project slips its schedule unseen.
Who has it
It is the signature need for module, mounting and BOS manufacturers (module line yield, cell-to-module loss, EL and flash-test rejection-by-cause), and serves rooftop and C&I EPC contractors (project, WIP and installation-stage tracking) and O&M and asset-management operators (field-service work order, though the field-service spine is the custom apps solution).
What we build
For the manufacturer: a batch and work-order record, material-issued-vs-good-output reconciliation by batch and bin, a yield-and-rejection record by line, shift and cause (EL, flash-test, lamination, soldering, frame), and floor capture at each station. For the EPC: a project / installation-stage tracker (survey, design, material dispatch, structure, mounting, wiring, inspection, energisation) with material-to-site reconciliation and progress capture from the field.
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 line operations / project and installation tracking; 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 manufacturer sees line yield and rejection-by-cause every shift and acts on the worst defect mode; material reconciles to good output so scrap and downgrade surface; the EPC sees where every installation has reached without a phone call and material reconciles to what was installed. Illustrative: a module maker digitised batch and test-station capture, clustered rejection by cause, and corrective action cut the worst defect mode and lifted saleable yield. Illustrative; final numbers come from your own data.
Illustrative outcome
The manufacturer sees line yield and rejection-by-cause every shift and acts on the worst defect mode; material reconciles to good output so scrap and downgrade surface; the EPC sees where every installation has reached without a phone call and material reconciles to what was installed. Illustrative: a module maker digitised batch and test-station capture, clustered rejection by cause, and corrective action cut the worst defect mode and lifted saleable yield. 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 industryGeneration, performance-ratio and soiling-loss monitoringSee what we buildSame industryApproval workflowsSee what we buildSame industryRun the net-metering, interconnection and subsidy file to a systemSee 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.