Samuel Schlesinger
I work where technical decisions become business consequences.
Build vs buy. Prototype vs platform. Vendor promise vs production reality.
I make the call, prove the path, and carry the system through delivery — across banking, insurance, biotech, energy, HR tech, and professional services.
Three eras of shipping systems — and the discipline each demands.
I.
You build it
Deterministic systems. Behavior is explicit.
II.
You train it
Statistical systems. Behavior emerges from data.
III.
You govern it
Agentic systems. Behavior must be bounded and observed.
Document intelligence for major financial institutions — before the LLM era.
JPMorgan Chase
PIMCO
MetLife
PIMCO
MetLife
Originally built for LIBOR transition analysis at a single bank, then generalized into a multi-client platform.
KPMG Ignite needed a way to assess portfolio risk across legal-document corpora too large for counsel review.
The system classified, extracted, reconciled versions, applied effective-date logic, and produced client-tuned risk views across families of contracts.
30M+
Pages processed
~95%
Reported accuracy
100K+
Loan contracts
250—300
FTE-years of review eliminated
↳Per KPMG’s published figures.
Scaled from a seven-figure engagement into an eight-figure platform program across multiple institutions.
Through Shard, est. 2016.Click any entry to expand
№ 03 · Current
CTO Peer
2024 —
№ 04
Enterprise Architect
2024
№ 05
Principal Engineer
2021—2022
№ 06
Platform Lead
2022
№ 07
Platform Architect
2021
№ 08
Enterprise Architect
2020
№ 09
Enterprise Architect
2017—2018
Through Shard, est. 2016 — 35+ products across banking, insurance, biotech, energy, HR tech, and professional services. KPMG 2019 Innovation Award (Machine Learning). Earlier: Betterform (2023, backed by Daniel Gross & Pioneer) · Data Monkey (2018–20) · Thinkwise Health / Remy · University of Michigan.