AI BENCHY
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#142

GPT-5.6 Luna

OpenAI Release: 2026-07-09 Tested on: 2026-07-09 21:15 openai/gpt-5.6-luna::none
~400B total (~17B active)MoEClosedEstimated

Summary

GPT-5.6 Luna scores 5.3 on AI BENCHY and ranks #142. It has 10.0 reliability, a 36.5% pass rate, $0.047 total cost, and 1.06s average response time.

What makes GPT-5.6 Luna unique: Its total benchmark cost is unusually low for its score range. It is notably fast compared with similar models.

Model facts

Researched on 2026-08-12

Estimated
Parameters
~400B total (~17B active)
Architecture
MoE
Availability
Closed
License
-

Best estimate from public evidence; the vendor did not disclose every value. Vendor does not disclose the architecture or count.

Score

5.3

Consistency

8.8

Total Output Tokens

1,967

Total Input Tokens

34,218

Input Price

$1.000 / 1M

Output Price

$6.000 / 1M

Tests Correct

Wrong Tests: 15

Attempt pass rate: 36.5%

Flaky tests

3

Flaky tests had mixed outcomes across runs (at least one pass and one fail).

Response Time (avg)

1.06s

Response Time (max): 2.80s

Response Time (total): 22.34s

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#142 GPT-5.6 Luna

none
Cost
$0.016
Time
15.8s
Tokens
2,685 tok

Run history

Tested on Score Reliability Tests Correct Total Cost Compare
2026-08-14 02:19 Re-test 5.4 10.0 $0.015 Compare
2026-07-16 22:36 New test added 5.4 10.0 $0.142 Compare
2026-07-09 21:15 Initial run 5.3 10.0 $0.047 Current run

Run comparison

RunBenchmark coverageScoreConsistencyReliabilityTests CorrectFlaky testsTotal Output TokensTotal Input TokensTotal CostResponse Time (avg)
2026-07-09 21:15 · Initial run63/63 attempts5.38.810.06/2131,96734,218$0.0471.06s
2026-08-14 02:19 · Re-test66/66 attempts5.48.810.06/2236,709101,332$0.0151.50s
Difference-0.10.00.000-4742-67114+$0.032-439ms

Benchmark coverage differs: 63/63 attempts (Target: 3 repeats per test) versus 66/66 attempts (Target: 3 repeats per test). Totals and repeat-sensitive metrics are not directly comparable.

These two runs used different benchmark suites, so the deltas reflect both model changes and suite changes.

Price History

Historical pricing data for this model from OpenRouter.

Date Input Price Output Price
2026-07-09 21:18 $1.000 / 1M $6.000 / 1M

Charts

Choose the first model, then click a second model to open a side-by-side page.

Total Output Tokens

Score vs Total Output Tokens

Quick Compare

Category Breakdown

Category Score Consistency Tests Correct
Anti-AI Tricks 4.8 10.0
Coding 3.8 7.2
Combined 3.0 10.0
Data parsing and extraction 10.0 10.0
Domain specific 2.9 7.2
General Intelligence 5.0 10.0
Instructions following 7.1 5.8
Puzzle Solving 5.3 10.0
Tool Calling 10.0 10.0
Trivia 3.0 10.0

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