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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  2. Comparisons
  3. Gemini 3.6 Pro vs GPT-5.6 Luna

Pairwise benchmark snapshot · Aug 16, 2026

Gemini 3.6 Pro vs GPT-5.6 Luna benchmark

In this head-to-head showdown, Gemini 3.6 Pro delivers higher overall intelligence and human-preferred responses (Elo 1,570 vs 1,466), while Gemini 3.6 Pro leads in SWE-bench software engineering benchmarks (74.6%), while GPT-5.6 Luna is more budget-friendly at $1.2/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Gemini 3.6 Pro if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-5.6 Luna if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

Gemini 3.6 Pro (6)GPT-5.6 Luna (4)
Gemini 3.6 Pro
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
GPT-5.6 Luna
4 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price
Google
Leads 6 of 10 metrics
Gemini 3.6 Pro

Current Google Pro-class multimodal model. Long context, strong coding, billed like the 3.x Pro tier.

Elo 1,570$5/1M out
OpenAI
Leads 4 of 10 metrics
GPT-5.6 Luna

OpenAI 5.6 fast/cheap tier. Official API $0.20/$1.20 per 1M after the Jul 30 80% Luna cut.

Luna Fast / VolumeElo 1,466$1.2/1M out

Gemini 3 Series Lineage & Sibling Variants

5 models

Currently comparing Gemini 3.6 Pro vs GPT-5.6 Luna. Alternative family tiers available.

Active: Gemini 3.6 Pro
Gemini 3 Pro$5Gemini 3 Flash$0.6Gemini 3.6 Flash$3.75Gemini 3.7 Flash$3.75

Gemini 3.6 Pro Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (8k tokens)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
205 ms
Standard speed
Reasoning Depth
~2,400
Internal tokens
Cost / 1k Calls
$14.13
6.6× standard bill
Accuracy Boost
+4.8% accuracy
STEM & SWE-bench
Top Rival Showdowns for Gemini 3.6 Pro
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGemini 3.6 Pro Wins

Gemini 3.6 Pro

Δ 104 Arena Elo pts

Throughput LeaderGPT-5.6 Luna Wins

GPT-5.6 Luna

188 tok/s

Value per Dollar LeaderGPT-5.6 Luna Wins

GPT-5.6 Luna

$1.2 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Gemini 3.6 Pro (6)vsGPT-5.6 Luna (4)
Gemini 3.6 Pro: 6W (60%)Overall: Gemini 3.6 ProGPT-5.6 Luna: 4W (40%)
← Gemini 3.6 ProGPT-5.6 Luna →
🏆Gemini 3.6 Pro(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
Gemini 3.6 ProvsGPT-5.6 Luna
Preference Elo
1,570vs1,466+104
Coding Elo
1,566vs1,458+108
SWE-bench
74.6%vs61.8%+12.8%
LiveBench
71.8%vs64.2%+7.6%
GPQA Diamond
84.4%vs75.4%+9%
Gemini 3.6 Pro: 5WGPT-5.6 Luna: 0W
🏆GPT-5.6 Luna(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Gemini 3.6 ProvsGPT-5.6 Luna
Output speed
102 tok/svs188 tok/s+86 tok/s
Time to first token
205 msvs88 ms+117 ms
Gemini 3.6 Pro: 0WGPT-5.6 Luna: 2W
🏆GPT-5.6 Luna(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Gemini 3.6 ProvsGPT-5.6 Luna
Output price
$5/1Mvs$1.2/1M+$3.8/1M
Input price
$1.25/1Mvs$0.2/1M+$1.05/1M
Context window
2Mvs1M+1M
Gemini 3.6 Pro: 1WGPT-5.6 Luna: 2W

Side-by-Side Benchmark Matrix

Preference Elo+104
Gemini 3.6 Pro1,570
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna1,466
seed-bootstrap · Aug 16, 2026
Coding Elo+108
Gemini 3.6 Pro1,566
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna1,458
seed-bootstrap · Aug 16, 2026
LiveBench+7.6%
Gemini 3.6 Pro71.8%
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna64.2%
seed-bootstrap · Aug 16, 2026
SWE-bench+12.8%
Gemini 3.6 Pro74.6%
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna61.8%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+9%
Gemini 3.6 Pro84.4%
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna75.4%
seed-bootstrap · Aug 16, 2026
Time to first token+117 ms
Gemini 3.6 Pro205 ms
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna88 ms
seed-bootstrap · Aug 16, 2026
Output speed+86 tok/s
Gemini 3.6 Pro102 tok/s
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna188 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$1.05/1M
Gemini 3.6 Pro$1.25/1M
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna$0.2/1M
seed-bootstrap · Aug 16, 2026
Output price+$3.8/1M
Gemini 3.6 Pro$5/1M
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna$1.2/1M
seed-bootstrap · Aug 16, 2026
Context window+1M
Gemini 3.6 Pro2M
seed-bootstrap · Aug 16, 2026
GPT-5.6 Luna1M
seed-bootstrap · Aug 16, 2026
BenchmarkGemini 3.6 ProGPT-5.6 LunaAdvantage Delta
Preference Elo
1,570
seed-bootstrap · Aug 16, 2026
1,466
seed-bootstrap · Aug 16, 2026
+104
Coding Elo
1,566
seed-bootstrap · Aug 16, 2026
1,458
seed-bootstrap · Aug 16, 2026
+108
LiveBench
71.8%
seed-bootstrap · Aug 16, 2026
64.2%
seed-bootstrap · Aug 16, 2026
+7.6%
SWE-bench
74.6%
seed-bootstrap · Aug 16, 2026
61.8%
seed-bootstrap · Aug 16, 2026
+12.8%
GPQA Diamond
84.4%
seed-bootstrap · Aug 16, 2026
75.4%
seed-bootstrap · Aug 16, 2026
+9%
Time to first token
205 ms
seed-bootstrap · Aug 16, 2026
88 ms
seed-bootstrap · Aug 16, 2026
+117 ms
Output speed
102 tok/s
seed-bootstrap · Aug 16, 2026
188 tok/s
seed-bootstrap · Aug 16, 2026
+86 tok/s
Input price
$1.25/1M
seed-bootstrap · Aug 16, 2026
$0.2/1M
seed-bootstrap · Aug 16, 2026
+$1.05/1M
Output price
$5/1M
seed-bootstrap · Aug 16, 2026
$1.2/1M
seed-bootstrap · Aug 16, 2026
+$3.8/1M
Context window
2M
seed-bootstrap · Aug 16, 2026
1M
seed-bootstrap · Aug 16, 2026
+1M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 79% with GPT-5.6 Luna
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Gemini 3.6 Pro$118.75 / mo
In: $43.75Out: $75
GPT-5.6 Luna$25.00 / mo
In: $7Out: $18
Estimated Cost Delta

GPT-5.6 Luna is estimated to save $93.75/month ($1,125/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Gemini 3.6 Pro:Pick Gemini 3.6 Pro when repo-level coding accuracy is the constraint.
  • 2
    GPT-5.6 Luna:Pick GPT-5.6 Luna when you are optimizing output cost.
  • 3
    GPT-5.6 Luna:Pick GPT-5.6 Luna when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGemini 3.6 Pro

Higher SWE-bench (74.6%).

High-volume chatGPT-5.6 Luna

Lower output list price ($1.2/1M).

Voice / low-latency UIGPT-5.6 Luna

Lower TTFT (88 ms).

Long-document RAGGemini 3.6 Pro

Larger window (2M).

Screenshots / visionGemini 3.6 Pro

Both accept images. Defaulting to the higher-Elo side (Gemini 3.6 Pro).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGemini 3.6 ProHigher SWE-bench (74.6%).
High-volume chatGPT-5.6 LunaLower output list price ($1.2/1M).
Voice / low-latency UIGPT-5.6 LunaLower TTFT (88 ms).
Long-document RAGGemini 3.6 ProLarger window (2M).
Screenshots / visionGemini 3.6 ProBoth accept images. Defaulting to the higher-Elo side (Gemini 3.6 Pro).

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 13, 2026

Gemini Flash vs Pro: when Flash is the whole product

3.7 Flash vs 3.6 Pro is the current Google volume-versus-upgrade pair.

priceJul 30, 2026

GPT-5.6 Luna’s 80% cut: $0.20/$1.20 for volume chat

Luna is the OpenAI fast/cheap 5.6 SKU after Jul 30. It is not Sol. Sort by price and TTFT, not Elo.

compareJul 24, 2026

Claude vs Gemini: coding, Elo, and output price — not a brand mashup

Top Anthropic vs top Google. Usually Opus 5 vs 3.6 Pro. Two different invoices.

compareJul 16, 2026

Gemini vs GPT: long context versus the OpenAI flagship invoice

Hub remaps to top Google vs top OpenAI Elo. Usually 3.6 Pro vs Sol. Window vs price is the plot.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Google

Gemini 3.6 Pro

Elo 1,570
SWE-bench74.6%
Speed (tok/s)102 tok/s
Input / 1M Tokens$1.25/1M
Output / 1M Tokens$5/1M
OpenAI

GPT-5.6 Luna

Elo 1,466
SWE-bench61.8%
Speed (tok/s)188 tok/s
Input / 1M Tokens$0.2/1M
Output / 1M Tokens$1.2/1M

Frequently Asked Questions

Which is better overall, Gemini 3.6 Pro or GPT-5.6 Luna?
Gemini 3.6 Pro has the higher preference Elo in our latest snapshot (1,570). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Gemini 3.6 Pro or GPT-5.6 Luna?
Gemini 3.6 Pro leads SWE-bench at 74.6% vs 61.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-5.6 Luna output tokens are $1.2/1M versus $5/1M. Input prices and retry rates still move the real bill.
Which is faster, Gemini 3.6 Pro or GPT-5.6 Luna?
GPT-5.6 Luna has the lower time-to-first-token (88 ms vs 205 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Gemini 3.6 Pro accepts 2M tokens versus 1M.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Gemini 3.6 Pro and GPT-5.6 Luna Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 13, 2026

    Gemini Flash vs Pro: when Flash is the whole product

  • price · Jul 30, 2026

    GPT-5.6 Luna’s 80% cut: $0.20/$1.20 for volume chat

  • compare · Jul 24, 2026

    Claude vs Gemini: coding, Elo, and output price — not a brand mashup

  • compare · Jul 16, 2026

    Gemini vs GPT: long context versus the OpenAI flagship invoice

Similar Head-to-Head Comparisons

All Gemini 3.6 Pro matchups →|All GPT-5.6 Luna matchups →
Gemini 3.6 Pro vs Gemini 3 Pro (previous gemini-pro)GPT-5.6 Luna vs GPT-5 mini (previous gpt-mini)OpenAI o3-mini vs Gemini 3.6 ProGPT-5 vs Gemini 3.6 ProGPT-5.6 Terra vs Gemini 3.6 ProGPT-4.5 Orion vs Gemini 3.6 Pro