Author: Anastasia Kv
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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 We Upscaled with FLUX.2 [klein] — and Why It Still Lost](https://journal.everypixel.com/wp-content/uploads/2026/07/flux_upscale2.jpg)
How We Upscaled with FLUX.2 [klein] — and Why It Still Lost
A technical comment of our tiling pipeline, the decisions behind it, and where the gap with SeedVR2 actually comes from.
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How AI Upscalers Cut Content Production Costs
Summary As of June 2026, SeedVR2 is the better default upscaler over Flux Klein for real photographic and video material, letting teams trade processing cost for capture cost; Flux Klein has an edge only on AI-generated textures. A practical read on what our SeedVR2 vs. Flux Klein benchmark actually means for your pipeline. Tested as…
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Generate AI Content for Free: Workroom’s Updated Free Plan
Everypixel Workroom offers a free plan with 200 credits a month, 40 per day, no card, no expiration. Four image models, a video model, text-to-speech, and lipsync included. The workspace and tools are the same as on paid plans — what changes is unlimited Selected model usage and access to Premium models like Runway and…
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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.
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What GPT Image 2.0 Delivers for Marketing Teams — and Where It Falls Short
Marketing teams have a volume problem. A single campaign across Instagram, LinkedIn, YouTube pre-rolls, email, and landing pages produces 30–50 distinct pieces of assets. Quarterly, that’s 120–200. Annually, it compounds into a production operation that most budgets can’t sustain. GPT Image 2.0 is the most technically capable image generation model available for that problem as…
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Your Image Is Almost Right
Summary Everypixel Workroom's new Mini Apps section offers two tools for images that are almost right: Camera Angle Editor changes the camera angle and Image Upscaler raises resolution by generating new detail. Everypixel Workroom’s AI Tools That Fix the Gap. We’re introducing our Mini Apps section — a growing set of focused tools built for…