Viral.expert

Viral.expert

AI can write posts. We help you decide.

linhnguyen
@linhnguyen
Published on Jan 23, 2026
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21 PeerPush
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Platforms
Web

About Viral.expert

Viral.expert is a pre-publish decision tool for social media content. While AI tools help you generate posts, Viral.expert helps you decide whether a draft is actually worth publishing. Before you hit “Post”, it analyzes your content and gives you a clear recommendation — publish, revise, or drop — along with concrete reasoning. The focus is not on virality promises or content generation, but on avoiding weak posts and improving decisions over time. Users can test drafts, compare variants, spot weak hooks, and understand why something might underperform before it wastes reach. Viral.expert is built for creators, founders, and marketers who publish regularly and want more signal and less guesswork in an AI-saturated content world.

Product Insights

Viral.expert is a web-based decision support tool for social media managers and founders that provides clear publish or drop recommendations for draft content. It combines AI analysis with A/B testing to identify weak hooks and underperforming variants before they reach an audience.

  • Provides actionable publish, revise, or drop recommendations with supporting reasoning.
  • Supports A/B testing by comparing multiple content variants to identify the strongest version.
  • Identifies weak hooks and patterns that could negatively impact reach before publication.
  • Focuses on post evaluation and selection rather than automated content generation.

Ideal for: Content creators, founders, and marketers can use this tool to validate their social media drafting process and reduce the frequency of low-performing posts.

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Comments (5)

hanscadx8
@hanscadx8

Love it and hoping to try it soon

alex5616
@alex5616

What platforms do you support?

ingestgpt
@ingestgpt

Congratulations on the launch

linhnguyen
@linhnguyen

Hey 👋 This started as a side project because AI made writing posts easy, but deciding which ones are worth publishing still felt like guessing. Would love any honest feedback.