The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for Memo / jangad reconciliation.
Jewellery & Gems
High-value pieces go out on memo or jangad on pure trust with no sale booked, and a parcel that quietly never comes back, or returns short-weight or substituted, is real gold gone. Today the memo book is a stack of slips reconciled by hand, so what is out, what came back, what got sold and what is overdue is never seen whole. The recovery here is often the single largest amount in a wholesale jeweller, and a lot of it is in grams of gold an owner feels even more than the rupees. Polishing dust, floor sweep and filings hold recoverable gold, and refining loss against the norm is unmeasured, so gold quietly leaves the workshop in the sweep and in a loosely-accounted refining loss that nobody totals.
Who has it
The gold and diamond wholesalers and bullion dealers most of all, where memo floats heaviest, the retail showrooms on consignment and approval goods, the karigar and job-work units on polishing dust and floor sweep, and any house issuing high-value pieces on trust. It is usually the first thing we do, the highest-confidence, lowest-risk move.
What we build
Every memo issue goes into one register, then an automated issued-versus-returned-versus-sold-versus-outstanding reconciliation on the firm's own slips, with flags for aging parcels, overdue memos and short-weight or substituted returns. This is weight matching on the firm's own records, kept fully auditable to each slip. A sweep-and-refining recovery sweep across the firm's own records: gold issued versus returned versus the wastage and dust norm per karigar and per process, the sweep recovery due, and the refining loss against the norm, surfaced as a line-level recovery with a trail. It pairs with the karigar settlement work.
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 Memo / jangad reconciliation.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for Memo / jangad reconciliation; 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 whole memo book is seen at once; aging and overdue parcels are chased before they are lost; short-weight and substituted returns are caught against the issue weight instead of trusted; gold that was floating half-known comes into view. The chronic-leak karigars and processes are ranked and worked; sweep recovery and refining loss are reconciled against the norm instead of trusted; a recurring grams-of-gold leak is closed.
Illustrative outcome
Recovery of gold and value floating on memo, often the single largest recovery in a wholesale jeweller's first build, all auditable to its own slips. Recovered sweep and reduced above-norm refining loss on the worst accounts. 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.