# AI Model Benchmark Comparator - Compare LLM Performance | Payle

Canonical URL: https://usepayle.com/tools/ai-model-benchmark-comparator/
Language: en
Description: Free AI model benchmark comparator: rank GPT-4o, Claude, Gemini, DeepSeek, Llama and more on MMLU, HumanEval, GSM8K and other public benchmarks with a radar chart and price per 1M tokens.


## Tool facts

- **What it is:** A free, no-sign-up Payle comparator that ranks 12 LLMs across MMLU, HumanEval, GSM8K, HellaSwag, ARC-C and TruthfulQA with radar charts and price per 1M tokens.
- **Made by:** Payle — a free tool, no sign-up required, no credit card.
- **Category:** Benchmarks
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# AI model benchmark comparator.
Stop guessing between GPT, Claude, Gemini and the open models. Rank every major LLM on real public benchmarks coding, math, knowledge, reasoning, and find the best model and best value for your workload.

## See who actually wins your workloads.

Pick 2-3 models and the benchmark lens you care about, ranked from real public scores, not marketing.
Start guided comparison
Free · no sign-up · 12 models, six public benchmarks
 Full toolSkip the guided steps and edit every input directly, same tables and math.
1 · Which models do you want to compare?

GPT-4oOpenAI · $2.5/$10 per 1M tokensGPT-4.1OpenAI · $2/$8 per 1M tokensGPT-4.1 miniOpenAI · $0.4/$1.6 per 1M tokenso3-miniOpenAI · $1.1/$4.4 per 1M tokensClaude Opus 4Anthropic · $15/$75 per 1M tokensClaude Sonnet 4Anthropic · $3/$15 per 1M tokensClaude Haiku 4Anthropic · $1/$5 per 1M tokensGemini 2.5 ProGoogle · $1.25/$10 per 1M tokensGemini 2.5 FlashGoogle · $0.3/$2.5 per 1M tokensDeepSeek V3DeepSeek · $0.27/$1.1 per 1M tokensMMistral LargeMistral · $2/$6 per 1M tokensLlama 4 MaverickMeta · $0.2/$0.4 per 1M tokens2 · What matters most to you?
OverallAverage across the six benchmarksBest for codingRanked by HumanEval pass@1Best for mathRanked by GSM8KBest for knowledgeRanked by MMLUBest for factualityRanked by TruthfulQABest for creative writingEditorial score for tone and long-formBest valueScore per dollar of blended 1M-token price
Set the values above to see your estimate update live.

Set the values above to see your estimate update live.

## How to choose the right AI model
1
### Pick the models

Choose two or three from the 12 ranked models, GPT, Claude, Gemini and open models.

- 2
### Choose your lens

Overall, coding, math, knowledge, factuality, creative writing or value, each ranked by its own real public benchmark.

- 3
### Read the ranking

See the scores side by side with the blended price per 1M tokens, so the win is priced in dollars too.

## Understanding LLM benchmarks
The problemThe answer
A single benchmark number is a proxy, not a verdict. MMLU tells you how much a model knows; HumanEval how well it writes code; GSM8K how reliably it reasons about math. A model that tops one list can lag on another, which is why the radar chart matters more than any single score.

The pattern that holds across every leaderboard: frontier models win on capability, but fast models close 85-95% of the gap at a tenth of the price
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## More free AI tools

Every calculator is free and needs no sign-up: price, compare, track and optimize your whole AI stack with the same catalog and the same math.

[AI Token CalculatorConvert tokens to cost in seconds. Enter your input and output volume, compare GPT-4o, Claude, Gemini and 12+ models side by side, and see exactly what every 100K tokens costs, and what that looks like financed with Payle.](/tools/ai-token-calculator/)[AI Pricing CalculatorSee what your AI stack really costs, and what it costs with Payle. Answer a few quick questions and get an estimate in seconds, retail vs the 25% Payle price.](/tools/ai-pricing-calculator/)[AI Prompt Cost CalculatorEver wonder what that prompt actually costs when you run it 50 times a day? Paste it, pick your frequency, and see every model priced per run, per day and per month with the best value highlighted automatically.](/tools/ai-prompt-cost-calculator/)[AI Savings CalculatorFind out how much you overpay for AI, and what switching to annual plans with Payle puts back in your pocket. Slide your monthly spend and see the year, the saving and the 0% plan side by side.](/tools/ai-savings-calculator/)[AI ROI CalculatorIs your AI stack worth it? Enter your monthly AI cost, the hours it saves you, and your hourly rate, get monthly savings, annual ROI, and payback period, with a 12-month chart that shows your time value against the cost.](/tools/ai-roi-calculator/)[AI vs Human Cost CalculatorIs AI actually cheaper than freelancing or hiring? Pick the task and volume, and see all three routes priced honestly: AI usage, freelance rates and a full-time employee with real capacity.](/tools/ai-vs-human-cost-calculator/)[AI Tool ComparisonClaude vs ChatGPT. Cursor vs Copilot. Midjourney vs Ideogram. Compare any 2-3 AI tools side by side price, features, limits, and get one clear recommendation, with the Payle price for the winner.](/tools/ai-comparison-engine/)Free12 models6 benchmarksRadar chart7 ranking lenses
## Frequently asked questions

### Which AI model is the best in 2026, GPT, Claude or Gemini?
Across public benchmarks, Claude Opus 4 leads overall with a 92.4 score, Gemini 2.5 Pro edges it on math and reasoning, and o3-mini dominates coding. But the best model for you depends on the job: the comparator ranks 12 models across six benchmarks, plus creative writing and value lenses.

Across public benchmarks, Claude Opus 4 leads overall with a 92.4 score, Gemini 2.5 Pro edges it on math and reasoning, and o3-mini dominates coding. But the best model for you depends on the job: the comparator ranks 12 models across six benchmarks, plus creative writing and value lenses.

### How does the AI model benchmark comparator work?

Every model in the Payle catalog is scored on six public benchmarks, MMLU (knowledge), HumanEval (coding), GSM8K (math), HellaSwag (common sense), ARC-C (reasoning) and TruthfulQA (factuality), plus an overall average, creative writing score and value index.

Every model in the Payle catalog is scored on six public benchmarks, MMLU (knowledge), HumanEval (coding), GSM8K (math), HellaSwag (common sense), ARC-C (reasoning) and TruthfulQA (factuality), plus an overall average, creative writing score and value index.

### What do MMLU and the other benchmark names mean?

MMLU tests knowledge across 57 subjects, HumanEval measures code generation on real programming problems, GSM8K checks grade-school math reasoning, HellaSwag tests common-sense inference, ARC-C measures science reasoning and TruthfulQA tests factual reliability.

MMLU tests knowledge across 57 subjects, HumanEval measures code generation on real programming problems, GSM8K checks grade-school math reasoning, HellaSwag tests common-sense inference, ARC-C measures science reasoning and TruthfulQA tests factual reliability.

### Which LLM is best in 2026?

For all-round capability the frontier models, Claude Opus, Claude Sonnet and Gemini Pro class, lead the leaderboards, with Claude models typically strongest on coding and long-form writing and Gemini strong on math and reasoning.

For all-round capability the frontier models, Claude Opus, Claude Sonnet and Gemini Pro class, lead the leaderboards, with Claude models typically strongest on coding and long-form writing and Gemini strong on math and reasoning.

### GPT vs Claude, which should I pick?

On public benchmarks Claude models edge ahead on coding (HumanEval) and long-form writing, while OpenAI models are strong across the board with a deep ecosystem. The right pick depends on your workload, and the value lens shows which win costs least per point.

On public benchmarks Claude models edge ahead on coding (HumanEval) and long-form writing, while OpenAI models are strong across the board with a deep ecosystem. The right pick depends on your workload, and the value lens shows which win costs least per point.

### How do I pay for the model I pick?

API usage is billed per token, price your exact prompts with the AI prompt cost calculator. Subscriptions and approved usage plans can be purchased through Payle at exclusive pricing, about 25% below retail, paid $0 today over 3 months.

API usage is billed per token, price your exact prompts with the AI prompt cost calculator. Subscriptions and approved usage plans can be purchased through Payle at exclusive pricing, about 25% below retail, paid $0 today over 3 months.

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