Model comparison

GPT-5.6 Terra vs Sonar Pro

GPT-5.6 Terra has enough public results to be ranked (#17); Sonar Pro does not yet, so treat this comparison as directional.

Last verified . 0 shared benchmarks.

GPT-5.6 Terra OpenAI

59.2

Rank #17 Confirmed

Sonar Pro Perplexity

—

Unranked

Summary

  • GPT-5.6 Terra is cheaper at $2 / $12 per million input/output tokens, against $3 / $15 for Sonar Pro.
  • GPT-5.6 Terra accepts more context: 1.05M tokens versus 200K.

Side by side

GPT-5.6 Terra and Sonar Pro specifications
GPT-5.6 TerraSonar Pro
ProviderOpenAIPerplexity
Noometry Index59.2—
Released2026-07-092024-01-01
WeightsProprietaryProprietary
Context window1.05M200K
Max output128K8K
Input $ / M tokens$2$3
Output $ / M tokens$12$15
Results tracked521

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Category by category

Coding Not comparable

GPT-5.6 Terra: 57.7 (#19), Sonar Pro: —

Coding benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
DeepSWE69.6%—
FrontierCode41.3%—
CursorBench41.3%—
LMArena WebDev1522—
SciCode55%—
WeirdML78.3%—
LMArena Coding1484—
ALE-Bench1,951—

Agentic & Tool Use Not comparable

GPT-5.6 Terra: 40.1 (#25), Sonar Pro: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
APEX-Agents58.2%—
BALROG53.2%—
GDP.pdf24.7%—
LMArena Search—1130
Vending-Bench 27,343—

Reasoning Not comparable

GPT-5.6 Terra: 60.7 (#21), Sonar Pro: —

Reasoning benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
ARC-AGI-283.9%—
SimpleBench48.9%—
Kagi LLM Benchmark51.3%—
NYT Connections (extended)78.4%—
ARC-AGI-196.5%—
CritPt30%—
Chess Puzzles54%—
LMArena Hard Prompts1468—
Mystery Game Puzzles35%—
DTBench93.3%—
LMCA55%—
Surface Evolver Bench83.8%—
Epoch Capabilities Index159.62—

Math Not comparable

GPT-5.6 Terra: 81.6 (#12), Sonar Pro: —

Math benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
FrontierMath (Tiers 1-3)86%—
FrontierMath Tier 470.7%—
OTIS Mock AIME 2024-202599.7%—
ProofBench74%—
LMArena Math1466—

Knowledge Not comparable

GPT-5.6 Terra: 61.2 (#30), Sonar Pro: —

Knowledge benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
GPQA Diamond93.3%—
SimpleQA Verified43.2%—
LMArena Expert1492—

Multimodal Not comparable

GPT-5.6 Terra: 47.3 (#11), Sonar Pro: —

Multimodal benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
LMArena Vision1271—
Blueprint-Bench 230.8%—
Furniture Assembly54.2%—
LMArena Document1472—

Multilingual Not comparable

GPT-5.6 Terra: 54.4 (#44), Sonar Pro: —

Multilingual benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
LMArena Non-English1439—
LMArena Chinese1513—
LMArena French1471—
LMArena German1460—
LMArena Japanese1457—
LMArena Korean1425—
LMArena Russian1450—
LMArena Spanish1448—

Instruction Following Not comparable

GPT-5.6 Terra: 76.4 (#40), Sonar Pro: —

Instruction Following benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
LMArena Instruction Following1454—

Long Context Not comparable

GPT-5.6 Terra: 44.4 (#68), Sonar Pro: —

Long Context benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
LMArena Longer Query1451—

Writing & Preference Not comparable

GPT-5.6 Terra: 70.2 (#23), Sonar Pro: —

Writing & Preference benchmarks
BenchmarkGPT-5.6 TerraSonar Pro
LMArena Text1447—
LMArena Creative Writing1410—
EQ-Bench Creative Writing1855—
EQ-Bench 41234—
LMArena Multi-Turn1449—

Frequently asked questions

Is GPT-5.6 Terra better than Sonar Pro?

GPT-5.6 Terra has enough public results to be ranked (#17); Sonar Pro does not yet, so treat this comparison as directional.

Which is cheaper, GPT-5.6 Terra or Sonar Pro?

GPT-5.6 Terra is cheaper. It lists at $2 per million input tokens and $12 per million output tokens; Sonar Pro lists at $3 and $15.

Which has the bigger context window?

GPT-5.6 Terra does, with 1.05M tokens against 200K.

How many benchmarks do GPT-5.6 Terra and Sonar Pro share?

0 benchmarks have published results for both models. GPT-5.6 Terra has 52 scored results on Noometry and Sonar Pro has 1.

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