Portfolio

The mass below

Shipping products first, nearest the surface where everyone can see them. Further down, the things I built for myself because nobody else was going to.

Work

40 m to 260 m
40 mLegal, e-discovery

ReefML

A classification API that reads a legal matter and scores every document for relevance, so review teams read the useful few percent instead of all of it.

2M
documents per matter
87%
recall, 22K doc benchmark
300K
docs in production validation
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Ranked review queue

DOC-04812
0.97
DOC-01199
0.94
DOC-07340
0.88
DOC-02615
0.71
DOC-09004
0.34
DOC-05527
0.12
ResponsiveNon responsive
110 mSpeech to text API

GLTranscribe

The ASR hub. Speech to text as a service for language workflows, from media transcription through to downstream translation.

ASR
hub for the portfolio
2026
move to maintenance
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Speech to text

00:04the agreement was signed in March,
00:07and the amendment followed that summer.
00:11both parties confirmed receipt.
180 mInternal product

MTHub 2.0

The internal hub for machine translation work: evaluations, translations, glossaries, and new engine setup, rebuilt for large jobs and a clearer interface.

40%
increase in daily usage
+30%
unique user target
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Bulk operations

Batch evaluation

1,240 segments

Running

Glossary sync

18 glossaries

Done

Engine setup

DE to EN

Queued
260 mData and BI

AI Dashboards & Initiatives

Org wide AI spend and usage pulled from every provider into one warehouse, plus the product dashboards that make each AI product readable.

7
providers ingested
C suite
audience
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AI spend by provider

OpenAIAnthropicAzureAWSCursorDeepLElevenLabs

Built for myself

380 m to 460 m
380 miOS app, built for myself

Let's Try

A gym and habit tracker I built because nothing on the App Store scored effort the way I wanted. Local first, no account, no server.

10.7K
lines of Swift
3
targets: phone, watch, widgets
84
exercises seeded
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Wednesday

Let's Try app icon: a dumbbell with a determined face

Let's Try

Push day

412Effort
Strength 268Cardio 144

Today

Workout
Cardio
Protein
Stretch
460 mWeb app

USA Car Price Calculator

Tell it the car and it tells you what the US used market says it is worth, plus how fast that value falls from here.

$1,838
mean absolute error
0.967
R squared
2.4M
listings trained on
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Estimate

$18,400± 1,838

2019 · 62,000 mi · clean title

Now+2 yr+4 yr+6 yr

Also shipped

RAG platform

GLAnswers

The retrieval platform behind internal and customer chat, including GLKnowledge and Ask Nova. I support evaluation 2.0, answer quality, and grounding.

PII redaction API

GL Redact

A redaction service that strips sensitive data before content moves through language and legal pipelines. Built end to end, then handed to the owning team.

Examination support

Reef Validate

Matter aware examination support: retrieve case documents, classify witness answers, cite the reason. Hackathon London 2026 finalist as a Digital Reef module.

Visual review prototype

Reef Wheel

A cluster wheel interface for e-discovery, so reviewers see the shape of a whole collection instead of a ranked list. Demoed on a 2,000 email public archive.