Project Status

What’s Live,What’s Tested,What’s Still on Paper

Here is the current status of the work described in our cases: running in daily use, tested on real data, in progress, or designed but not built.

In production

WorkflowWhat it does
Website catalog pipelineSupplier files → match → price diagnostic → human approval → bulk write with rollback → read-back (case)
Image pipelineTest supplier image links with real requests, normalize, upload, verify each file
Legacy software entryStructured input → desktop automation → status write-back (case)
Price & inventory lookupOne lookup across supplier and internal sources (case)

Tested on real data

WorkflowWhat it does
Invoice PDF → structured dataSupplier invoices → fixed-schema line items with reconciliation totals (case)
SKU and product identity matchingPrefix, spacing and variant normalization; ambiguous matches escalated, never forced. In a trial, 44 of 45 models matched against ~6,500 records
Product specification enrichmentDimensions, unit conversion, technical specifications, bilingual text and source references — filled from official sources, never guessed
Product / price / inventory preparationMulti-source product sheets with explicit gaps

In progress

WorkflowStatus
Legacy POS → Square migrationTooling built and dry-run; parallel test site running (case)
Official-source image mappingSmall sample tested; scaling in progress

Designed, not yet built

WorkflowWhat it will do
Supplier change detectionCompare each new price list with the last one: new, removed, repriced
Scheduled catalog updatesRun the catalog pipeline on a schedule with automatic checks and rollback
In-store product catalogA tablet catalog of about 100,000 products with images; staff push an item to the POS in one click

How AI is used today

AI helps us build systems quickly and handle messy data. Repeatable production work runs as deterministic scripts. People approve pricing, exceptions and every production write.

Related service: AI-Assisted Operations

Which task takes too much time?

Tell us how your team does it today and which software and files are involved. We can work through where a tool or a different process would help.

Discuss Your Project