Micro AI Validator

Micro AI tool to audit your copy against hard market rules

11 followers

Micro AI tool to audit your copy against hard market rules

11 followers

The market is a system, not an opinion. Most offers fail because they lack semantic leverage. Micro AI: Semantic Lever is a deterministic, lightweight AI analyzer that audits your text against objective market demands in real time. It instantly measures two core layers: Objective Logic (Ratio: Metrics, Tools, Proofs) and Limbic Hooks (Emotion: Dominance, Safety, Speed). Stop pitching blind — test if your copy will survive contact with real buyers before launch.

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Launch tags:Marketing•SaaS•Developer Tools

Launch Team / Built With

Maker

📌

Hi Product Hunt! 👋 As developers and founders, we often spend months building great software, only to launch with a weak offer that the market ignores as noise. We created Micro AI: Semantic Lever as a fast, offline-first analyzer to solve this exact problem. Instead of vague chat-bot opinions, it uses a deterministic 6-lever matrix to evaluate your pitch: Ratio Layer: Metrics ($, %), Tool Stack, and Proofs (SLAs/Audits). Limbic Layer: Dominance, Safety, and Speed. Why Micro AI? It's instant, free, open-source, and runs directly in your browser without heavy server bloat. If your analysis reveals a severe imbalance, you can also access our structured R&D support & custom core engineering directly via our Public Offer (with transparent SWIFT/IBAN invoicing for B2B). Try it out with your current landing page headline or email pitch and let me know your score in the comments! I'd love your feedback! 🚀

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2mo ago

Forum Threads

p/micro-ai-validator

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2mo ago

The Anatomy of High-Converting Cold Spam: Analyzing a "growth audit" bot with Micro AI 🔬📊

We ran a real-world test today. A cold outreach bot sent us a long "growth audit" designed to sell a $4.99 badge and $500 services by pointing out "critical flaws" in our code.

We translated and fed their exact cold email into Micro AI: Semantic Lever.

Results:

Objective Ratio: 100% (Loaded with tech terms like SSR, Open Graph, LTV, $500, $4.99)
Limbic Hook: 100% (Hit every emotional trigger: fear of Google policy bans, loss of SEO, and 2-minute quick fixes)
Effective Impact Index: 100% (Flawless Persuasion Architecture)

p/micro-ai-validator

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2mo ago

<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.

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