Independent AI product labIndia · 2026
We build model-forward systems that turn complex work into clear, useful outcomes.
The flagship constellation · 01—03
MananOS, Parwa.life and Nishana are the clearest expression of our thesis: deep context, agentic systems, measurable quality and human judgment applied to problems that genuinely matter.
AI-native school operating system
An AI-native operating system for Indian private schools. MananOS connects fees, admissions, academics and communication into automation chains that act—not modules that merely store.
AI family health companion
A WhatsApp-first health companion for the person caring for an entire family. Parwa turns prescriptions, reports and reminders into a consent-led family health story.
Adaptive learning for IIT-JEE + NEET
A verified, adaptive learning companion for IIT-JEE and NEET students—finding weak chapters, solving doubts and turning every mistake into the next right thing to practise.
Also in the foundry · 04—08
Focused systems exploring how AI can create, advise and simplify high-context work. Each remains in formation until the quality bar is real.
AI video factory
Celebration content
Career intelligence
Investing copilot
Personal finance council
How we forge
The model is only one moving part. Durable value comes from the system around it: context, composition, evaluation and evolution.
The real product starts with deep domain context—not a blank prompt box.
Small, capable parts become reliable end-to-end workflows people can actually use.
Quality gates, audits and human judgment catch what a confident demo can hide.
Model-forward architecture improves as intelligence moves—without rebuilding the product.
A foundry for the model-forward era
“The intelligence will keep changing. The product should be built to change with it.”
We are interested in the last mile: the place where frontier capability becomes trustworthy, repeatable work.
Manan means reflection. The Foundry is where that thinking becomes something useful.
Build log · opening soon