Guide
"Ad testing software" covers five different product categories that share a shelf label and almost nothing else. Picking wrong means paying enterprise prices for a question a $2 tool answers — or trusting a $2 tool with a question that needs humans. Here's the map.
Panel platforms (Zappi, System1, Kantar Link) show your ad to recruited humans and measure comprehension, emotion, and intent — the deepest diagnostics, at per-study fieldwork prices. Webcam measurement (Realeyes) observes real viewers' attention through their cameras — behavioral ground truth, still panel economics. Saliency heatmaps (Attention Insight, Dragonfly AI, Neurons) predict where eyes land on a frame — ideal for static layout and packaging. Creative analytics (VidMob, CreativeX) score compliance and correlate elements with live results — enterprise governance and hindsight. AI attention prediction (PreTestAds) forecasts second-by-second engagement on video before it spends — the screening tier. Full breakdown: every major tool compared.
"Will people understand and like this campaign?" is a panel question. "Is my product the first thing seen on this shelf?" is a saliency question. "Which elements correlate with my results at scale?" is an analytics question. And the question that gates all of them — "will anyone keep watching this?" — is an attention-prediction question, because no other metric matters for creative nobody watches.
Research spend should scale with the media spend it de-risks. A TV flight justifies Link-grade budgets; a weekly stream of feed variants needs tests that cost dollars and return in minutes, or testing simply won't happen. That's the math behind our own pricing: $49/month for 20 analyses, benchmarked against 76 top-performing TikTok ads, first test free.
Under enterprise scale: an AI attention screen on every variant, your ad platform's native reporting after launch, and nothing else until a single asset carries enough budget to deserve a panel. At enterprise scale: add governance for volume, panels for hero assets — and keep the screen in front of both, so expensive research never wastes a study on creative that dies by second three. Every comparison we've published is in the comparison hub.
Score an ad against 76 top TikTok ads in minutes — no card, no demo call.
Test Your Ad FreeSoftware that evaluates ad creative before or during a campaign — via consumer panels, webcam attention measurement, saliency heatmaps, in-flight analytics, or AI models that predict viewer engagement. Each type answers a different question at a very different price.
Enterprise panel platforms run five-to-six-figure annual contracts with per-study fieldwork costs. Saliency tools range from designer-priced subscriptions to enterprise quotes. AI attention prediction is the cheapest tier — PreTestAds starts at $49/month (about $2 per test) with the first analysis free.
Self-serve tools with per-test pricing. Small teams need to test every variant, not ration studies — which rules out per-study fieldwork economics. An AI attention screen plus the ad platform's own reporting covers most needs under enterprise scale.