THE LAB

An independent AI lab.
Small by design.

Teambotics builds conversational and interactive AI products for environments where the work is complex, the stakes are real, and generic tooling doesn't hold up. We ship proprietary products and build bespoke systems.

Every engagement is led by Nikhil Khedkar, a designer and systems thinker who has spent his career at the intersection of workflow strategy, AI enablement, and interface design. Depending on what a project requires, we bring in a focused group of researchers, engineers, and designers — assembled around the specific problem, not staffed from a standing bench.

How we work

We don't arrive with a pre-built solution. We spend time inside the operational context first — understanding the constraints, the failure modes, and what has already been tried. Then we build something that fits.

The team that works on a project is shaped by what the project needs. A compliance workflow system and a generative creative platform require fundamentally different expertise. We staff accordingly rather than stretching a fixed team across every type of work.

We work with a small number of partners at any given time. That's not a marketing line — it's a constraint we hold ourselves to because the standard we maintain requires it.

What we build

Our portfolio spans prompt UX, legal workflow, privacy-first document operations, markdown knowledge systems, enterprise enablement, narrative intelligence, and interactive creative technology. Some are proprietary platforms; some are bespoke systems built for and with a specific partner.

  • RyFine — Prompt refinement and context-shaping workflow for turning rough intent into clearer AI-ready instructions. Live product.
  • LTB Buddy — Guided legal intake and LTB form support for Ontario tenants. Public beta.
  • RedactorBuddy — Offline PII redaction workflow for sensitive financial documents. Early access.
  • MDownManager — Markdown knowledge operations layer for searchable SOPs, research notes, and AI-ready handoff docs. Live product.
  • Code2Motion — Interactive generative art and browser-native motion platform. In early access at code2motion.app.
  • EasyBuddy — Bespoke AI training and onboarding assistant for frontline enterprise and service teams.
  • Storytellr — Client-facing narrative graph experience for founders, teams, and complex work stories. In build.

If you want to talk about a workflow problem, a product idea, or a potential engagement, the best starting point is a direct message.

hello@teambotics.app