{
    "products": [
        {
            "slug": "epoch-ai",
            "name": "Epoch AI",
            "kind": "resource",
            "website": "https://epoch.ai/",
            "page": "https://listme.name/software/epoch-ai",
            "tagline": "Research institute with public datasets and benchmarks on AI trends",
            "summary": "Epoch AI is a research institute that publishes public datasets, benchmark results and reports on the trajectory of AI. Its data catalog covers more than 3,200 machine learning models.",
            "developer": "Epoch AI",
            "platforms": [
                "web"
            ],
            "pricing": "free",
            "price_note": "Public datasets, benchmarks and reports on the site",
            "free_to_use": true,
            "open_source": false,
            "strengths": [
                "Public catalog of models tracked over time",
                "Benchmarks including FrontierMath and the Capabilities Index",
                "Reports on chips, data centers and energy"
            ],
            "limits": [
                "Reports are analysis, not a live leaderboard",
                "Focus is on trends more than model rankings"
            ],
            "checked": "2026-10-10",
            "connected_to_publisher": false,
            "overview": "Epoch AI is a research institute that studies trends in AI and publishes its findings as public datasets, charts, benchmarks and reports. Its site covers AI progress, scaling, open models, and the chips and data centers behind AI, and its benchmarking section includes the Epoch Capabilities Index and FrontierMath evaluations.\n\nThe data catalog lists more than 3,200 public machine learning models with their growth over time. Epoch describes its mission as investigating key trends and questions about how AI will develop and be governed. Its work is best for long-run trend analysis; for current model rankings, a live leaderboard such as Arena is more direct."
        },
        {
            "slug": "openreview",
            "name": "OpenReview",
            "kind": "resource",
            "website": "https://openreview.net/",
            "page": "https://listme.name/software/openreview",
            "tagline": "Open peer review platform hosting conference reviews and submissions",
            "summary": "OpenReview is an open peer review platform where submissions, reviews and discussions for machine learning and AI venues are hosted. Its venue index lists 171 venues, including conferences such as ICLR, AAAI and ACL.",
            "developer": "OpenReview",
            "platforms": [
                "web"
            ],
            "pricing": "free",
            "price_note": "No charge shown on the homepage; the site has a donate link",
            "free_to_use": true,
            "open_source": false,
            "strengths": [
                "Hosts review for many AI and machine learning venues",
                "Index of 171 venues on one site",
                "Open source according to the homepage"
            ],
            "limits": [
                "Coverage depends on which venues use the platform"
            ],
            "checked": "2026-10-10",
            "connected_to_publisher": false,
            "overview": "OpenReview runs peer review for academic venues and hosts submissions, reviews and discussions. The homepage describes it as open peer review and open source. Its venue index lists 171 venues and includes machine learning and AI conferences such as ICLR, AAAI and ACL, along with a 2026 launch of multi-factor authentication for all users.\n\nBecause review happens on the platform for each venue that uses it, the record is primary for those venues only. Venues outside the index are not covered. Researchers who need preprints before review may use arXiv, which is also in this ranking. The homepage includes a donate link and a news section about platform changes."
        }
    ],
    "differences": [],
    "shared_rankings": [
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            "list": "machine-learning-research-resources",
            "name": "Machine learning research resources",
            "page": "https://listme.name/best/machine-learning-research-resources",
            "of": 10,
            "results": [
                {
                    "product": "epoch-ai",
                    "rank": 4,
                    "score": 86.5,
                    "verdict": "Public datasets on AI models over time, with benchmarks and reports on trends. It is analysis rather than a live ranking, so pair it with Arena AI for current models.",
                    "best_for": "Long-run trends in AI capability and compute",
                    "spec": {
                        "content_type": "Datasets and reports",
                        "api": "Not listed",
                        "review_status": "Not stated"
                    }
                },
                {
                    "product": "openreview",
                    "rank": 6,
                    "score": 85.5,
                    "verdict": "Open peer review platform that hosts submissions and reviews for a long list of machine learning and AI venues, with 171 venues on its index. Its review record is primary for those venues, but coverage depends on which conferences use it.",
                    "best_for": "Reviews and submissions for ML conferences",
                    "spec": {
                        "content_type": "Submissions and peer reviews",
                        "api": "Not listed",
                        "review_status": "Peer review run on the platform"
                    }
                }
            ]
        }
    ],
    "ranks_higher_in_closest_shared_list": "epoch-ai",
    "page": "https://listme.name/compare/epoch-ai-vs-openreview",
    "json": "https://listme.name/api/v1/compare/epoch-ai-vs-openreview.json",
    "notes": [
        "Scores are editorial and only comparable inside one list. Products with connected_to_publisher true receive a disclosed ranking lift: https://listme.name/methodology"
    ],
    "source": "https://listme.name",
    "license": "Free to read and cite with attribution to listme.name.",
    "docs": "https://listme.name/developers"
}