A founder-led AI consulting practice.

InferSense Labs was founded in 2026 by Monadhika Sharma to bring deep, production-tested experience in search, retrieval and LLM training to a small number of teams at a time.

The founder

12 years of search, from ranking to foundation models.

Monadhika has spent 12 years on the systems between what someone asks for and the result they actually wanted: building relevance for Walmart.com and the first Walmart Grocery search engine, leading search quality at Pinterest as a tech lead, and leading search and recommendations at Roblox.

At Vantage Discovery, Monadhika led the ML team, building an LLM-powered search engine that combined semantic understanding with keyword precision, through Vantage's acquisition by Shopify. Monadhika then joined the Foundation Models team in Shopify's Search organisation to train commerce foundation models, from domain-adaptive pre-training through SFT and DPO. Monadhika also holds three U.S. patents in search query understanding.

Founder · InferSense Labs
Staff ML Engineer, Foundation Models · Shopify
Led the ML team · Vantage Discovery, acquired by Shopify
Principal Engineer, Search & Recommendations · Roblox
Search Quality Tech Lead · Pinterest
Search Relevance Engineer · Walmart Labs
Principles

How we work.

Measure first

No change without a metric that can show whether it helped.

Senior and hands-on

You work directly with the founder, not a junior team in the background.

Written by default

Design docs, experiment readouts and weekly notes, so decisions never depend on who was in the room.

Built to hand off

Everything lives in your repository, documented, with a team that can run it.

Practicalities

Working together.

  • Async-first: most of the work happens in docs, code and reviews, so progress doesn't wait for the next meeting.
  • Live calls, reviews and pairing during your Pacific mornings, or your late afternoon if you're in Europe.
  • Contracted and invoiced through InferSense Labs LLC, a U.S. (Wyoming) company, in USD.
  • Happy to work under NDA and within your security and data-access requirements.
Free 30-minute intro call

Have a search or LLM problem worth solving?

Tell us what you're building. You'll talk directly with the founder, not a sales team. If we're not the right fit, we'll say so and point you to someone who is.