Field notes from the order desk.
What we're seeing as order operations move from manual processing to autonomous execution. No thought leadership. Just what's running.
Order management is not a workflow problem.
For two decades we treated the order desk as a coordination problem — more queues, more dashboards, more headcount. The desk doesn't need coordination. It needs execution.
Recent posts
6 articlesWhat the WhatsApp order actually looks like
We sampled 4,200 inbound orders from distributors across 3 markets. 71% arrived on chat. Less than 9% had a clean SKU.
Confidence scoring is the unit of trust
Why every field the OM Agent extracts ships with a number — and why your operators stop guessing the moment they see it.
From operators to controllers
The team doesn't shrink. The work changes. A practical look at what the order desk does on day 90 of OM in production.
Why we don't ship a parser
Parsing without execution is just another inbox. We unpack the four-layer architecture that lets OM close the loop.
Straight-through rate, honestly measured
How we count what counts — and why most automation metrics quietly exclude the orders that actually break.
The voice note nobody wanted to transcribe
A 47-second Hindi-English-Marathi voice note from a regional distributor. Here is exactly how the OM Agent handled it.
One operator note. Every other Friday.
What we shipped, what broke, what the desk taught us. No roundups, no recycled takes.