Why trade confirmations still take days — and how agents close the gap
Confirmation backlogs are not a people problem — they are a structure problem. What changes when agents read, check, and chase confirmations the moment they arrive.

Every commodity trading desk knows the rhythm: deals get done in minutes, and then the paperwork begins. Confirmations arrive by email, in a dozen formats, hours or days after the trade. Someone has to read each one, check it against the deal capture, chase the counterparty about discrepancies, and post the result to the CTRM.
None of this is intellectually hard. All of it is operationally expensive — and the cost shows up as risk, not just headcount. An unconfirmed trade is an open question about quantity, price, and terms that compounds the longer it stays open.
Where the time actually goes
When teams audit their confirmation process, the delay rarely comes from the checking itself. It comes from everything around it:
- Waiting — the confirmation sits in a shared inbox until someone picks it up.
- Context switching — the operator has to find the deal, open the CTRM, and line both up side by side.
- Chasing — discrepancies turn into email threads that stall for days.
- Re-keying — the confirmed terms get typed into systems that never talk to each other.
What an agent-based process looks like
Pathways treats a confirmation the way a good operator would, just immediately: it reads the document on arrival, extracts the commercial terms, checks every field against the captured deal, and posts clean confirmations straight through. Only the exceptions — a quantity tolerance breach, a mismatched price basis, an unfamiliar clause — reach a human, as a task with the discrepancy already highlighted.
The result is a process where the desk sees confirmation status in hours, the ops team only touches the trades that need judgment, and every check is logged in Monitor for audit.
Starting without a migration project
Because agents sit on top of the inbox and the CTRM rather than replacing either, teams typically start with a single document type and counterparty set, measure exception rates for a few weeks, and widen from there. No rip-and-replace, no parallel system of record.
Related post
Questions & answers
FAQ
Does this replace our CTRM?

No. Agents read documents and post validated records into the CTRM you already run. The CTRM stays the system of record.
What happens when the agent is unsure?

You set the confidence threshold. Above it, the record posts automatically; below it, Atlas creates a task for your team with the uncertain fields flagged for review.
How long does it take to get started?

Most teams start with one document type and one workflow. Because nothing is replaced, a first workflow is typically live in days, not quarters.
Discover what CommodityAI can do for you
Reclaim your time, scale your operations, and unlock powerful insights with domain-specific AI.


