Founder · Senior data scientist · AI mentor

Turning machine learning into decisions that ship.

I help founders and leaders decide where GenAI and machine learning create value, what to build first, and how to avoid costly pilots. I have taken ML for banking and healthcare from notebook to monitored production on AWS.

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Portrait of Ankit Agrawal(Kit)
Where I have worked
  • Banking
  • Automotive
  • Healthcare
  • EdTech

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The Applied AI Letter

Algorithmns, intutions, impacts & news

Is AI a bubble? Learn more about impacts and implications. 5-7 letter a month, billed monthly through Stripe. Cancel any time.

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Consultations

AI, automation, system design & strategy advisory

For founders and business leaders: where GenAI and agentic workflows create value, what to build first, and how to avoid costly pilots.

$120per session
60 min
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Selected work

Applied ML where the stakes are real.

Domains and problem types only. Client and employer names stay private.

01 / Banking

Sub-prime lending models

Credit-risk and default models that balance lift, explainability and regulatory expectations.

02 / Banking

Auto lending analytics

ML across the auto-loan lifecycle, from underwriting signals to loss forecasting.

03 / Platform

Production ML on AWS

Low-latency model services with CI/CD, versioned releases and API integrations.

04 / GenAI

Agentic workflows

Tool-using agents for real business processes, with guardrails, evaluation and human checkpoints.

05 / Edge

On-device model hosting

Private, low-latency inference where a cloud round-trip is not an option.

06 / Healthcare

Contact tracing

Modeling and analytics for faster public-health response. It now underpins my venture.

Currently building · in stealth

Building the next generation of contact tracing.

An early-stage company developing a contact-tracing application with the institutions that will use it. Details at launch.

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