Reasoning & verification
Multi-step problem solving where each step can be checked, not just plausibly worded.
An applied AI research lab
Research that ends up in someone's hands.
We build the capability first: reasoning, grounded retrieval and adaptive systems. Then we take it into one domain at a time and ship a product real people depend on.
Founded2026, Mumbai
TeamIIT Bombay
First domainEducation
StatusFirst release soon
Capability tracks
Domain independentGrounded retrieval
Answers tied to real source material, with every claim traceable back to it.
Adaptive user models
Inferring what someone actually misunderstands from the way they get things wrong.
Efficient inference
Making capable models cheap enough to run for millions of requests a day.
Where we apply it
The same core work carries across fields. We enter a domain only when we can build something measurably better than what exists there.
Education
Personalised learning support, starting with competitive exam aspirants.
Scientific tooling
Assistants that read the literature and hold a line of reasoning together.
Knowledge work
Systems that answer from an organisation's own material, with citations.
Yours, possibly
We partner on hard problems where verification actually matters.
A tutor that starts where you're stuck.
A personalised doubt-solving platform, starting with GATE CSE aspirants. Ask in your own words, get a worked explanation at your level, and see the concept behind the mistake, not just the answer.
GATE CSE is where it opens; more exams follow. The first surface of the education work, not the whole of it.
→Step-by-step solutions, checked for correctness
→Learns which concepts you keep slipping on
→Practice generated around your weak spots
ai tutor
A worked derivation, built one step at a time — not just the final answer.
Who we are
A small team of researchers and engineers from IIT Bombay, working at the point where a model stops being a demo and starts being useful.
We keep the team deliberately small and judge a project by one thing: whether the person using it does better on their next attempt.
Get early access.
We're onboarding a first group of students, and we're always glad to hear from researchers and prospective partners.
Write to us
Tell us which exam you're preparing for. One email back when we open.