About

Jr. Data Scientist building AI agents and exploring the potential of LLMs in real-world applications. Passionate about Generative AI, AI evaluation, and making intelligent systems more accurate, reliable, and useful.

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Maker History

  • MOTA
    MOTAAI agents that follow your rules, not their imagination.
    Aug 2026
  • 🎉
    Joined Product HuntJuly 14th, 2026

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MOTA is live on Product Hunt!

After 2+ years of building enterprise AI agents, we built MOTA to tackle the hard part: reliable execution of business-critical workflows.

Policy enforcement. Human approvals. Durable execution. Auditability.

After 2+ years building enterprise AI agents, here's what keeps breaking in production

We've been building enterprise AI agents for a little over two years now, primarily around CRM and business workflow automation.

One thing we've learned is that the biggest challenge isn't getting an LLM to answer questions.

It's getting an AI agent to reliably execute an end-to-end business process.

For example, consider a customer refund workflow.

20d ago

MOTA - AI agents that follow your rules, not their imagination.

MOTA is a governed execution runtime for high-consequence workflows. Instead of letting LLMs improvise, MOTA separates AI planning from deterministic execution. It translates user intent into a strict execution graph to enforce business policies, retrieve live data, and route tasks conditionally. With human-in-the-loop approval gates, durable execution states, and transparent audit records, MOTA guarantees that sensitive customer support actions are safe, predictable, and fully verifiable.
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