Work · shipped systems
Depth over volume.
Sixteen systems, told properly: what broke, what we built, what changed. Every number traces to shipped work; most clients anonymized.
16 RECORDS · 05 NAMED · 11 ANONYMIZED
Financial services & markets
06 SYSTEMS- Citibank
Fraud decisioning at scale
A fraud call in milliseconds on every card transaction, five years in production.
16Mfraud decisions / month - Drip Capital
Risk portfolio & transaction policy
A $150M risk portfolio and the policy governing $1B in annual transactions.
$1Bannual transaction policy · $150M portfolio - A wealth-management fintech
Millions of securities, one grounded answer
One grounded answer across four market-data sources and millions of securities, at 95%+ statement-extraction accuracy.
95%+statement extraction accuracy - A private-markets data platform
Reading private-markets statements at scale
150+ inconsistent fund PDF statements from major VC and PE firms, read automatically instead of by hand.
150+fund statements processed - Two North American private-equity firms, across $10M-$50M portfolio companies
A data spine for mid-market portfolios
A shared data foundation for two mid-market private-equity portfolios, lifting operational and marketing efficiency 15-20%.
15-20%efficiency gains from automation - A retail algorithmic-trading platform
A visual strategy builder that backtests before it trades
A node-based builder that designs and backtests trading strategies against market data before any live order.
Design → backtest → livebefore any live order Healthcare & life sciences
02 SYSTEMS- A clinical-intelligence company
Raw scans to a clinical report
A pipeline that turns raw medical PDFs into a formatted clinical report, standardizing 100,000+ clinical codes with a clinician's sign-off.
100,000+clinical codes standardized - A life-sciences commercial-analytics firm serving three top-10 pharmaceutical companies
Commercial analytics for top-tier pharma
Marketing-mix modeling and fair territory alignment for three top-10 pharma companies, at 10x the reporting efficiency.
10×reporting-efficiency improvement Data & intelligence
04 SYSTEMS- Newsweek
Document intelligence at newsroom scale
A 30M-document search index and 15 production AI apps: retrieval at real scale.
30Mdocuments indexed - A market-intelligence startup
A week of analysis in under an hour
A 7-stage pipeline that turns a week of industry analysis over 100,000+ keywords into under an hour.
~100×vs. manual analysis - CGIAR
Grading nine thousand research records
9,166 research records graded for real-world impact across five areas by six purpose-fit models.
9,166research records classified - A Fortune-tier technology company's public-policy team
Decision support for a public-policy team
Over a year embedded, turning multi-source program data into decision-support views leaders could steer with.
1+ yrembedded with the team AI platforms & tooling
04 SYSTEMS- Ad Platform (in-house)
AI video ad production pipeline
A 13-state production pipeline that scripts, generates, and voices video ads at 5× the output.
5×weekly ad output - A generative-AI automation startup
One pipeline for text, audio, image, and video
One multi-agent pipeline that turns text, audio, image, and video into controlled outputs, reliable over long runs.
4modalities in one pipeline - A smart-contract developer-tools company
Generated code, audited before it ships
A planner-coder-reviewer-fixer pipeline that machine-audits generated contracts before release, at ~60% less developer effort.
~60%less developer effort - An AI reasoning-infrastructure company
An evaluation harness that catches the model out
Three public benchmarks run in parallel with a four-layer verifier that catches hallucinations, bad logic, and invalid tool use.
3public harnesses in parallel - YOUR SYSTEM
Open a record.
Bring us the use case. We'll tell you where AI actually helps, and what it takes to ship.
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