Pairwise benchmark snapshot · Aug 16, 2026
In this head-to-head showdown, Grok 4 delivers higher overall intelligence and human-preferred responses (Elo 1,488 vs 1,466), while GPT-5.6 Luna leads in SWE-bench software engineering benchmarks (61.8%), 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.
9 direct benchmark disciplines evaluated across capability, speed, and cost
OpenAI 5.6 fast/cheap tier. Official API $0.20/$1.20 per 1M after the Jul 30 80% Luna cut.
Currently comparing GPT-5.6 Luna vs Grok 4. Alternative family tiers available.
Δ 22 Arena Elo pts
188 tok/s
$1.2 / 1M output
Relative percentile scores computed across all active models in the benchmark catalog.
Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.
Category wins across reasoning intelligence, generation speed, and token cost.
Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy
Generation throughput and time to first token responsiveness
Cost per million tokens and max context window length
| Benchmark | GPT-5.6 Luna | Grok 4 | Advantage Delta |
|---|---|---|---|
| Preference Elo | +22 | ||
| Coding Elo | — | — | |
| LiveBench | +0.1% | ||
| SWE-bench | +3.2% | ||
| GPQA Diamond | +3.6% | ||
| Time to first token | +142 ms | ||
| Output speed | 188 tok/s | 98 tok/s | +90 tok/s |
| Input price | +$2.8/1M | ||
| Output price | +$13.8/1M | ||
| Context window | +744k |
Simulate monthly production API costs in USD (US Dollar).
GPT-5.6 Luna is estimated to save $305.00/month ($3,660/year).
Higher SWE-bench (61.8%).
Lower output list price ($1.2/1M).
Lower TTFT (88 ms).
Larger window (1M).
Both accept images. Defaulting to the higher-Elo side (Grok 4).
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | GPT-5.6 Luna | Higher SWE-bench (61.8%). |
| High-volume chat | GPT-5.6 Luna | Lower output list price ($1.2/1M). |
| Voice / low-latency UI | GPT-5.6 Luna | Lower TTFT (88 ms). |
| Long-document RAG | GPT-5.6 Luna | Larger window (1M). |
| Screenshots / vision | Grok 4 | Both accept images. Defaulting to the higher-Elo side (Grok 4). |
Luna is the OpenAI fast/cheap 5.6 SKU after Jul 30. It is not Sol. Sort by price and TTFT, not Elo.
High-volume agents that cannot pay Sol. Compare to Luna before you assume the new cheap SKU wins.
2025-07 row. 4.6 is the buy. We keep 4 so upgrade pairs and old inbound links resolve.
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Verified Head-to-Head Telemetry
