Case studies

Work that shipped.

How we've helped teams move from stuck to scaling. Real engagements — metrics, constraints, and the messy middle left in.

Crypto · Gaming Xsolla

Bridging Web2 and Crypto for Xsolla's next-gen payments infrastructure

Ongoing engagement supporting Xsolla's move from a global game-commerce giant (2,500+ games, 1,000+ developers, millions of players) into a Layer 2 blockchain platform for cross-game asset ownership.

2,500+
Games on platform
Millions
Player reach
Active
Status
Crypto Bonkbot

Full on-chain data infrastructure for Bonkbot — shipped in 3 weeks

Built multi-region ClickHouse clusters and custom ETL pipelines covering APAC, EU, and US. Halved frontend query latency and gave internal teams the ability to validate market data in real time.

−50%
Query latency
APAC · EU · US
Regions live
3 weeks
Time to production
FinServ · GenAI Bondway

Structured data from messy bond prospectuses, feeding alpha-generating signals

Built GenAI pipelines to extract structured data from bond prospectuses and long-form financial documents — and fed the output into the models that generate trading signals.

−90%
Parsing time
Bonds · Fixed income
Asset class
Alpha generation
Use
Gaming · Ad-tech Unity · Tapjoy

A real-time ML offer engine with a 99.99% SLA and <150ms latency — at the scale of millions of DAU

Built an ML-backed offer recommendation engine integrated into the in-game SDK. Lived inside the ad-tech hot path, served real users, and didn't miss its SLA.

99.99%
SLA
<150ms
Latency budget
Millions
Daily active users
FinServ · Fraud Neobank (anonymized)

4x accuracy lift on account-takeover fraud — shipped inside a sub-50ms auth hot path

Built an ML scoring engine for account-takeover detection, integrated into the authentication gateway. Replaced static rules with a live model that caught four times more real fraud at the same false-positive rate, in under 50ms.

Accuracy lift
<50ms p99
Latency
Auth gateway
Integration
Gaming · Market intel AAA Publisher (anonymized)

Tracking 500+ competitor games, automatically — cut manual research by 80%

Built a large-scale system to track launches, pricing, and promotions across 500+ competitor games globally. Replaced a team's worth of manual research with a pipeline that was more consistent and ran every day.

−80%
Research time
500+
Titles tracked
Daily
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