Sucharitha Nandyala

Sucharitha Nandyala

Building AI Safety Mental Health SaaS.

About

Studying minds. Building systems. Escaping noise.

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Maker History

  • The Optimism Engine
    The Optimism Engine The first AI engine with a deterministic Safety Layer.
    Feb 2026
  • 🎉
    Joined Product HuntFebruary 17th, 2026

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Sucharitha Nandyala•

13h ago

Optimism Engine - The first AI engine with a deterministic Safety Layer

Hey Product Hunt!

I built the Optimism Engine because I noticed a dangerous gap in how we are using AI for mental health.

Right now, everyone is rushing to add "AI Chatbots" to their apps. But there is a huge risk they are ignoring: Hallucinations. Generative AI (like ChatGPT) is creative, but it makes mistakes. It can miss a suicide cue. It can give bad advice. In mental health, a "creative" mistake isn't just a bug, it's a liability.

Sucharitha Nandyala•

3d ago

AI that handles Negative Thoughts

Research says we have 6,000 - 70,000 thoughts a day.
70 - 80% are negative.
90 - 95% are the same ones on repeat.
That loop kept me stuck for years, same doubts, same fears, same not enough story on autoplay.
So I built The Optimism Engine: a straightforward CBT-style tool that lets you face one negative thought at a time.
Name the distortion. See the layers. Reframe it. Let it go.
One belief at a time. One fear at a time.
It s not just therapy, it s just a way to interrupt the pattern.
Try it here (no signup required): https://optimism-engine.vercel.app/
What s the one thought you d finally unbelieve if you could?

Sucharitha Nandyala•

4d ago

The Optimism Engine

I built The Optimism Engine to explore something simple but powerful:
How can AI help people think more clearly - without sounding generic or robotic?
The Optimism Engine is designed to guide users through structured cognitive reflection. When someone shares a stressful thought, the system:
Identifies possible cognitive distortions
Maps the thought through progressive layers (Surface Trigger Emotion Core Belief)
Chooses a response mode (regulate, clarify, reframe, plan, or listen)
Returns a grounded, non-templated response
The goal isn t just therapy, It s structured thinking.
Instead of giving advice, it helps users examine their interpretation, underlying fear, and next actionable step.
It was an interesting exercise in combining psychology frameworks with deterministic system design.
Curious to keep building at the intersection of AI and human cognition.

Now live: https://optimism-engine.vercel.app/

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