Adrian Aparaschivei

Adrian Aparaschivei

The gap between people and AI answers

About

I build marketing infrastructure that keeps a brand sounding like itself. AIOHM — private, project-aware infrastructure with memory. Brand knowledge, approval gates, and agents that run on infrastructure you own rather than in a vendor's account. Available white-label. AdiSaan — a separate project, and a simpler one. One question is open at a time. People answer in their own words; named AI models answer the same question in the next column. The models agree with each other. People don't. OHM Events — the agency the first two came out of.

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Maker History

  • AIOHM Platform
    AIOHM PlatformAIOHM - Marketing infrastructure powered by living AI memory
    Apr 2026
  • AIOHM Knowledge Assistant
    AIOHM Knowledge AssistantWordPress AI with dual-mode KB management and MCP server
    Jul 2025
  • 🎉
    Joined Product HuntJune 23rd, 2021

Forums

The models agree with each other. People don't.

I run an arena where one question is open at a time. People answer in their own words. Claude Fable 5 and Gemini 4 Argon answer the same question in the next column, under their own names, in the same minute you do.

The current question is: what is the best way you imagine to make one million euro?

The models converge. Find a niche. Automate a workflow. Build leverage. Different models, near-identical shape.

The people don't converge at all. Mutual aid and regenerative farmland. Buying unglamorous local businesses whose founders are retiring. High-ticket craftsmanship. One person wrote "i dont know how i would do it" and that got published too, because that is also an answer.

After four years here, a proper introduction

I joined Product Hunt in 2021 and have mostly lurked, so: hello.

I build marketing infrastructure the unglamorous kind, where brand knowledge, approval gates and agents run on infrastructure you own rather than in a vendor's account.

Somewhere in there I got stuck on a smaller question: when a person and a language model answer the same question, how differently do they answer? So I built a place to find out. One question is open at a time, people answer in their own words, and named models answer the same question in the next column.

I did not expect the result to be as lopsided as it is.

AIOHM Platform - Marketing infrastructure powered by living AI memory.

What makes AIOHM Platform different? Most marketing platforms are built on manipulative funnels and "hacks." AIOHM is built on Intellectual Integrity. It’s a private agency infrastructure that uses a Biological Memory Structure to manage multiple brands. Instead of a static database, it features a Gardening Protocol that prunes raw notes into a permanent Brand Bible, ensuring your AI agent, M.U.S.E., grows and evolves alongside you.
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