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Sharif Amlani, PhD

Work · Selected systems, 2016 – 2026

Systems that shipped.
Numbers that held.

AI agents in production, products people use, and models tested out of sample. Each one comes with the number that proves it worked.

12 Projects· AI agents· Products· Data science· Civic tech

Showing 12 of 12
Fig. 01 — One credit-risk workflow · To scale
BEFORE · MANUAL ANALYST WORKFLOWDAY 1DAY 2DAY 3T + 0H 00MAFTER · RUN CMM, CMM REPORTING, RED FLAG AGENTSRUNNING…3 MIN

To scale: 3 minutes is 0.07% of 3 days. The magenta hairline is the whole run.

  • Agent 01Run CMM Agent
  • Agent 02CMM Reporting Agent
  • Agent 03Red Flag Agent

01 · Featured · AI agents in production

Moody's Analytics · Commercial Mortgage Metrics · 2023 – 2025

Three days.
Three minutes.

I led generative AI product development for Moody's Commercial Mortgage Metrics platform and shipped three agents that automate commercial real estate credit-risk work for enterprise clients.

Was 3 days
3 min
Enterprise clients
20+
Combined client valuations
$1T+

Python · R · API integrations · LLM agents · Evals

The index · Every project

Cover art is abstract · not real data
The Survey Fluency home page: "Survey Analysis in 10 Minutes, Not 25 Hours" above a box for uploading CSV, Excel, SPSS or Stata survey datasurveyfluency.com · Oct 2026
02AI agents · Product

Survey Fluency

Raw survey data in, toplines, cross-tabs, summaries and a client-ready deck out. Agents plan, run and critique the statistics.

Live · HumanAI Ventures · Berkeley SkyDeck Pad-13
25 hrs → 10 min
Analyst workflow · 95% accuracy · 483 surveys, 147 researchers (Oct 2026)
Sharif Amlani presenting Your Ballot, Your Block with two teammates at Hack for Humanity: Miami, the app projected on a screen behind them at The LAB MiamiHack for Humanity: Miami · Oct 2026
03Civic tech · Product

Your Ballot, Your Block

Enter a Miami-Dade address and see who is actually on your ballot after redistricting, and where you vote. Every position links to a primary source.

Open source (MIT) · Built by a team of four in under five hours
Grand Champion
Hack for Humanity: Miami · Oct 2026 · Against 12 teams
The Synthetic Respondents site by HumanAI: "AI Tools for Public Opinion Research" beside a card offering free use with no credit cardsyntheticrespondents.io · Oct 2026
04AI agents · Product

Synthetic Respondents

AI digital twins predict how demographic subgroups will answer, so a questionnaire is pressure-tested before fielding costs anything.

Live · Free to use · HumanAI Ventures
LLM / ML digital twins · Subgroup response distributions
Fig. — Random forest, out of sample
05Data science · Forecasting

The Needle

A random forest that predicts U.S. House winners and two-party vote share on races it has never seen.

94%
Winners called out of sample · 2,803 of 2,981 races · 5.2% RMSE
Fig. — Wastewater signal
06Data science · Civic tech

Tracking COVID-19

A Shiny app that measures COVID-19 using wastewater.

R Shiny app
R · Shiny · Wastewater surveillance data
Fig. — Payment by rate and price
07Data science · Finance

Mortgage Calculator

How interest rates and home prices move the monthly payment. The finding: the rate, more than the price, decides affordability.

$2,000 – $2,700
The zone of affordability · $450K at 7% · $700K at 2%
Fig. — Attempts vs. points
08Data science · Sports

Take Every Shot?

Fifty NBA seasons answer it: the more you shoot, the more you score. Being good at shooting makes it faster.

1970 – 2020
NBA seasons, every player
Fig. — Producer network
09Data science · Networks

Still Dre Day?

A network of every artist Dr. Dre produced for or featured with, built from Spotify's API. His reach runs through early hip-hop.

Spotify API · Network analysis
Fig. — ggplot2 contact sheet
11Data science · Visualization

Data Visualization

Favorite figures from campaign-finance, survey and election research, including work cited in The Washington Post.

11
ggplot2 figures
Fig. — Toplines
12Survey science · Consultancy

Delphic Polling

Survey design, fielding and analysis for political and public-affairs clients, on the method behind two national surveys.

Active · HumanAI Ventures
Survey design · Fielding · Analysis