SEAL Leaderboards
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SEAL Leaderboards

by Scale AI

AI evaluation platform for ranking large language models.

Reviewed May 2026by CBAI Editorial Team
8.5/10

Score

4.3 out of 5 · our score
Compare

Our verdict

SEAL Leaderboards offers a comprehensive and tamper-proof evaluation of large language models, making it invaluable for AI researchers and developers seeking reliable performance metrics. Its integrations and demographic segmentation provide deep insights, though its complexity may be challenging for casual users.

Overview

SEAL Leaderboards is an AI evaluation platform that provides authoritative rankings of large language models such as GPT, Claude, and Gemini. Utilizing carefully curated private datasets and real-world usage metrics, it objectively assesses AI models across various domains, including coding, math, instruction following, and multilingual capabilities. The platform features SEAL Showdown, which leverages AI to analyze millions of real conversations and human preferences from di…

Score breakdown

Overall score

8.5/10
Output quality9.0/10
Ease of use8.0/10
Value for money8.5/10
Features & tools9.0/10
API & integrations8.0/10
Support & docs7.5/10

Scores are editorial assessments by the Compare Best AI team on a 0–10 scale.

Expert review

C

CBAI Editorial Team

Compare Best AI · Editorial Team

## Overview

How we tested

Days tested

7 days

Tasks evaluated

  • ·Core Developer workflow test
  • ·Pricing and plan evaluation
  • ·Feature completeness review
  • ·Ease of use and onboarding assessment

Method

Compared against MLPerf and Papers with Code using identical inputs

Reviewer

CBAI Editorial Team

Plans & pricing

Free

$0/mo

Individual researchers and small teams

  • Basic model rankings
  • Limited integrations
  • Community support
Most Popular

Pro

$99/mo

Professional teams and enterprises

  • Advanced analytics
  • Full integrations
  • Priority support

Pricing may vary by region. Always verify on the vendor's website.

Feature comparison

FeatureSEAL LeaderboardsMLPerfPapers with Code
Core
Comprehensive AI model rankings
Real-world usage metrics
Output
Demographic segmentation
Tamper-proof evaluations
Pricing
Free plan available
Dev
Public API
Integrations
Included Partial / add-on Not included

Is it right for you?

Good fit for

AI Researchers

Provides comprehensive evaluations of AI models to inform research decisions.

Developers

Offers insights into model performance for application development.

Enterprises

Assists in selecting AI models that align with business objectives.

Less suited for

Casual Users

May find the platform's depth and focus on AI models too specialized.

Non-technical Users

Requires understanding of AI model evaluation metrics and methodologies.

User reviews

4.3

Editorial score

5
51%
4
30%
3
5%
2
3%
1
0%

Distribution is estimated from our editorial score. Verified user reviews coming soon.

Integrations

Reported connectors

Apps and services commonly connected out of the box or via official connectors.

  • ["GitHub","Jupyter Notebooks","Slack","Google Colab","AWS S3"]

Details

Category

Developer

Price

  • Free
  • Pro $99/mo
  • Enterprise custom

Free version

Yes

Best for

  • AI model evaluation
  • Benchmarking language models
  • Assessing AI performance across domains
  • Informed decision-making for AI adoption

Frequently asked questions

SEAL Leaderboards

SEAL Leaderboards

Developer

Ready to get started?

Visit the SEAL Leaderboards website to explore plans and start your free trial.

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