Category: AI Model Comparisons & Benchmarks
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Which AI video editing model should you use? We ran six of them through the same five edits
We ran six text-driven AI video editors on the same five edits. Which model removes, relights and stylizes best, and what each one costs per run.
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How to Benchmark AI Images: What Broke in Our Test
Figuring out how to benchmark AI images is harder than it looks. Here is why GPT Image 2 beat a real photo, and 3 flaws in our own evaluation test.
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Seedance 2.0 vs MiniMax H3: Why We’re Still Choosing
We ran Seedance 2.0 against MiniMax H3 across 5 video ideas with 3 different inputs for each. One follows the storyboard and costs less; the other rewrites the prompt but has a better physique.
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Can an AI Judge Replace Human Image Evaluation?
We gave three AI judges 264 image pairs already scored by humans. The best panel got 18% wrong on the easiest comparisons. Here is why that happened. Three AI judges looked at 264 pairs of upscaled images that our human reviewers had already scored. On about 70% of those comparisons, the two strongest judges independently…
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How AI Upscalers Cut Content Production Costs
A practical read on what our SeedVR2 vs. Flux Klein benchmark actually means for your pipeline. Tested as of June 2026. SeedVR2 outperformed Flux Klein in 80% of head-to-head comparisons across 792 scored pairs — on naturalness, edge sharpness, detail recovery, and color accuracy. It’s a decisive result. If you haven’t read the benchmark yet,…
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Runway Aleph 2 vs Gemini Video Omni
Runway Aleph 2 and Gemini Video aren’t competing for the same job. Seven production tests on real footage show which one belongs in your pipeline.