{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "megatroll222-edit-drift--compare-models-side-by-side",
 "repo": "MegaTroll222/edit-drift",
 "repo_url": "https://github.com/MegaTroll222/edit-drift",
 "repo_slug": "megatroll222-edit-drift",
 "title": "Compare image models with a leaderboard and video",
 "page_title": "How to compare image models with a leaderboard and video with Edit Drift",
 "summary": "Score each model's chained edits, build a leaderboard with drift curves, and render a side-by-side MP4 to share.",
 "who": "A product team choosing an image editing API that needs evidence to show non-technical stakeholders.",
 "problem": "A number in a table does not convince anyone; people need to see which model wrecks the untouched parts of a photo.",
 "outcome": "A leaderboard, per-step curves and a side-by-side video of two models across all 40 edits.",
 "steps": [
  "Run `editdrift steps  benchmarks/milk` to see the 40 edits and generate them with each model",
  "Score each model with `editdrift score  benchmarks/milk results/milk/my-model`",
  "Build the leaderboard with `editdrift report benchmarks/milk results/milk --out report`",
  "Render two models side by side with `editdrift video  benchmarks/milk results/milk/model-a results/milk/model-b out.mp4`",
  "For every model at once use `editdrift grid   benchmarks/milk results/milk grid.mp4`"
 ],
 "agent_prompt": "Run edit-drift's score, report and video commands for <model-a> and <model-b> in results/milk. Output report/ and out.mp4, and confirm both models have the same number of steps before comparing.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "Drift is measured on the regions that should stay unchanged, so a model can look good here and still miss the edit you asked for.",
 "category": "Data and analytics",
 "tags": [
  "Data and analytics"
 ],
 "lang": "python",
 "requirements": [
  "Python with pip",
  "Outputs from the image models you want to compare"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/megatroll222-edit-drift/compare-models-side-by-side/",
 "md": "https://dedupedai.com/use-cases/megatroll222-edit-drift/compare-models-side-by-side/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/megatroll222-edit-drift--compare-models-side-by-side.json",
 "api_version": "v1"
}