Model Comparison

o4-mini (high)
vs. Sonar Reasoning Pro

Comparing 2 AI models · 12 benchmarks · OpenAI, Perplexity

Recommended Pick

OpenAI logoo4-mini (high)5 metric wins

Strongest on: Throughput, Reasoning, Intelligence

Lowest Price

Perplexity logo

Sonar Reasoning Pro

$0.00/1M input price

Best Reasoning

OpenAI logo

o4-mini (high)

70.8 reasoning score

Blends available reasoning benchmarks

Composite Indices

Higher is better; speed and price are normalized

Standard Benchmarks

Only benchmarks with data are shown

Differences That Matter

Price gap

Sonar Reasoning Pro is ∞x cheaper on input tokens than o4-mini (high).

Reasoning gap

o4-mini (high) leads Sonar Reasoning Pro by 6.6 points on reasoning.

Top-pick rationale

o4-mini (high) wins 5 measurable categories, including Throughput, Reasoning, Intelligence, MATH 500.

Live compare

Response Face-Off

Run one prompt through the selected models and compare response quality with live speed and cost context.

OpenAI logo

o4-mini (high)

OpenAI

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting
Perplexity logo

Sonar Reasoning Pro

Perplexity

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting

Which answer was more useful?

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Full Comparison

Metric
Top Pick
OpenAI logoo4-mini (high)
OpenAI
Perplexity logoSonar Reasoning Pro
Perplexity
Pricing per 1M tokens
Input Cost$1.10/1M$0.00/1M
Output Cost$4.40/1M$0.00/1M
Blended (3:1)$1.93/1M
Specifications
OrganizationOpenAIPerplexity
Release DateApr 16, 2025Jan 28, 2025
Performance & Speed
Throughput192.4 tok/s
TTFT19206ms
Latency19206ms
Composite Indices
Value Score100.0
Reasoning Score70.864.2
Intelligence25.617.8
Math90.7
Standard Benchmarks
GPQA78.4%
MMLU Pro83.2%
HLE17.5%
LiveCodeBench85.9%
MATH 50098.9%95.7%
AIME 202590.7%
AIME (Original)94.0%79.0%
SciCode46.5%
LCR55.0%
IFBench68.7%
TAU-bench v255.6%
TerminalBench Hard15.2%

Key Takeaways

Sonar Reasoning Pro offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.

o4-mini (high) has the strongest reasoning profile with a 70.8 reasoning score,combining the available reasoning-heavy benchmarks.

All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.

When to Choose Each Model

OpenAI logo

o4-mini (high)

  • Complex reasoning tasks
  • Research & analysis
Perplexity logo

Sonar Reasoning Pro

  • Cost-sensitive applications
  • High-volume processing