VibePredict
Pre-publish video analyzer for short-form creators that scores a TikTok, Reel, or Short across cognitive-load, novelty, and pacing dimensions — predicting where viewers will scroll away before you ever hit post.
YouTubers, TikTok creators, and short-form video editors optimizing for retention
- Retention-curve prediction with frame-by-frame drop-off risk flags
- Hook scoring for the first 3 seconds with suggested rewrites
- Side-by-side A/B thumbnail and title predictor with predicted CTR
- Per-platform calibration (TikTok vs Reels vs Shorts behavior)
The NeuroVidz launch is bringing neuroscience-grade engagement metrics within reach of solo creators — a software-only version that approximates the signal is the practical product.
Multiple funded competitors (PreAlgo claims 47,598 creators and 11,000+ videos analyzed) confirm a real buyer base exists for pre-publish retention scoring.PreAlgo | Know what your video will do before you post it ↗NeuroVidz: See how a brain reacts to your clip | Product Hunt ↗
Crowded with at least four near-identical tools (PreAlgo, Retensis, Clipoz, HookMaster) all selling pre-publish retention/hook scoring; NeuroVidz already owns the neuroscience positioning.TikTok Video Analytics & Analysis Tool - Retensis ↗HookMaster: AI Video Hook Analysis for TikTok, Reels & Shorts ↗TikTok Retention Curve Predictor — Predict Watch Time | Clipoz ↗
PreAlgo proves a working SaaS price ladder ($9.99 Creator, $24.99 Pro, $79.99 Agency) and creators do pay recurring fees for retention analytics similar to VidIQ/TubeBuddy.PreAlgo | Know what your video will do before you post it ↗Pricing & Plans Boost, 1-on-1 Coaching & Enterprise | vidIQ ↗
Short-form video is a durable format, but incumbents iterate fast and the AI-prediction model advantage erodes once competitors replicate features; category likely commoditizes within 12–18 months.Short-Form Video Content: Capturing Attention In The Digital Age - Forbes ↗
A software-only scorer is buildable (CV + LLM on audio/frames), but competing with PreAlgo's 11,000+ video training corpus and NeuroVidz's perceptual signals is non-trivial and compute-intensive.PreAlgo | Know what your video will do before you post it ↗Method — NeuroVidz ↗