Case studies

AI transformation, in production.

A look at what senior-led pods have shipped alongside ambitious operators and founders.

FinOps Automation
For
Large UK-based banking software provider

Automated contract ingestion & revenue reconciliation with NetSuite

Replaced a manual, multi-day contract-to-revenue reconciliation process with an AI pipeline that ingests contracts, extracts deal terms, and reconciles against NetSuite invoices automatically.

10×
Faster month-end close
~95%
Lines auto-matched
<2 min
Per contract ingest
See Details
Energy Trading
For
One of the largest oil traders in Saudi Arabia

Automated trade capture from comms + margin optimization

Built an AI layer that listens to email, chat, and voice transcripts, posts captured trades directly into the trading portal, and runs a margin optimizer across the resulting book.

~80%
Trades auto-captured
Minutes → seconds
From comms to portal
+ bps
Margin uplift per cargo
See Details
Industrial AI
For
Indian solar panel manufacturer

Ops Copilot — WhatsApp follow-ups, CRM updates, and site image verification

An always-on operations Copilot that runs the full project lifecycle — chasing customers and installers on WhatsApp, updating the CRM, and verifying site progress from uploaded photos.

~70%
Manual follow-ups removed
24/7
Customer touch coverage
Seconds
To verify a site photo
See Details
Our team has experience with
SamsungVolkswagenTeliaTapestryKotak SecuritiesHomelane

Ready to start your AI transformation?

Share your business use case — what you're trying to do and where you're stuck — and we'll get back to set up a call with a senior PM and lead engineer.