Engineering
Meridian Labs
78% MTTR reduction
Fintech
NorthPeak Capital
KAIRO automated the full reconciliation pipeline. It now runs nightly and flags edge cases for human review.
96h
Time saved per month
94%
Error rate reduction
8.4×
ROI in 90 days
The Challenge
Manual reconciliation took 3 engineers 2 days per month. Error rate was climbing.
The Outcome
KAIRO automated the full reconciliation pipeline. It now runs nightly and flags edge cases for human review.
The Challenge
NorthPeak Capital’s operations team spent two full days every month manually reconciling trade data across three systems. The process involved exporting CSVs, running Python scripts, and cross-checking results by hand.
What KAIRO Did
We connected KAIRO to their portfolio management system, prime brokerage feed, and internal ledger. KAIRO now runs the full reconciliation nightly: pulling data, applying business rules, flagging discrepancies above threshold, and posting a summary to Slack.
The Outcome
The reconciliation process went from 96 person-hours to under 20 minutes of automated work. The operations team now reviews exceptions, not data.