The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for Marketplace and channel operations.
Electricals & Electronics
A branded fixture, motor, or pump sells through dealers, distributors, Amazon, Flipkart, and project channels at several effective prices after several sets of commissions, schemes, returns, and fees, and nobody knows which SKU in which channel actually earns. Price erosion on standard products is steady and relentless, reported as a long-running downward trend on standard LED product, so a half-point of unmanaged channel margin is the difference between a profitable and a loss-making line.
Who has it
Sharpest for LED and lighting makers and for motor and pump makers selling through dealers and marketplaces; switchgear and panel makers and EMS contract builders use the catalogue side more lightly.
What we build
One master catalogue kept consistent everywhere, true-margin-per-SKU-per-channel after every fee and scheme, a settlement-versus-terms reconciliation, and a cross-channel availability and reorder-risk view, so the owner sees which SKUs lose money in which channel and stops pushing them.
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 Marketplace and channel operations.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for Marketplace and channel 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 true margin by SKU and channel; silently-accepted deductions get disputed and recovered; loss-making SKUs stop being pushed.
Illustrative outcome
The owner sees true margin by SKU and channel; silently-accepted deductions get disputed and recovered; loss-making SKUs stop being pushed. 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.