<p>Building a deterministic Micro AI: https://boriskirp.github.io/semantic_lever_validator/</p>
Building a deterministic Micro AI tool to audit copy before launch [Open Source]
Hi everyone! 👋
As founders and builders, we often burn weeks polishing landing pages and cold emails, only to face low conversion rates. The reason? Most copy lacks semantic leverage — it pitches generic features instead of balancing objective metrics against buyer psychology.
To solve this, I built Micro AI: Semantic Lever — a lightweight, browser-native diagnostic engine.
How it works: Instead of giving vague AI opinions, it audits your text in real time against a deterministic 6-lever matrix:
Ratio Layer (Logic): Hard Metrics ($, %), Tool Stacks, and Proofs (SLAs, Audits).
Limbic Layer (Emotion): Dominance, Safety, and Speed.
It’s 100% free, privacy-first, and open-source.
We are officially launching on Product Hunt tomorrow! I’d love to gather some early feedback from the PH community:
What’s the biggest challenge you face when writing conversion copy for your SaaS/tools?
Give our validator a try and share your semantic score below!
Looking forward to your thoughts and feedback! 🚀
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