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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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  3. GPT-5.6 Terra vs Grok 4.6

Pairwise benchmark snapshot · Aug 17, 2026

GPT-5.6 Terra vs Grok 4.6 benchmark

In this head-to-head showdown, Grok 4.6 delivers higher overall intelligence and human-preferred responses (Elo 1,592 vs 1,548), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while GPT-5.6 Terra is more budget-friendly at $6/1M 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 Grok 4.6 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-5.6 Terra if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

GPT-5.6 Terra (5)Grok 4.6 (4)
GPT-5.6 Terra
5 of 9 Wins
✓SWE-bench✓Time to first token✓Output speed✓Input price✓Context window
Grok 4.6
4 of 9 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓GPQA Diamond
OpenAI
Leads 5 of 9 metrics
GPT-5.6 Terra

OpenAI 5.6 mid tier. Official API $2/$12 per 1M after the Jul 30 2026 price cut.

Terra Mid-TierElo 1,548$6/1M out
xAI
Leads 4 of 9 metrics
Grok 4.6

xAI Aug 12 2026 post-training refresh of Grok 4.5. Same $2/$6 API price, 500k context, stronger agentic traces.

Elo 1,592$6/1M out

GPT-5.6 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-5.6 Terra vs Grok 4.6. Alternative family tiers available.

Active: GPT-5.6 Terra
GPT-5.6 Sol$30GPT-5.6 Luna$0.6
Top Rival Showdowns for GPT-5.6 Terra
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGrok 4.6 Wins

Grok 4.6

Δ 44 Arena Elo pts

Throughput LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

128 tok/s

Value per Dollar LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

$6 / 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.

GPT-5.6 Terra (5)vsGrok 4.6 (4)
GPT-5.6 Terra: 5W (56%)Overall: GPT-5.6 TerraGrok 4.6: 4W (44%)
← GPT-5.6 Terra1 tiesGrok 4.6 →
🏆Grok 4.6(4/5)

Intelligence & Reasoning

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

Benchmark
GPT-5.6 TerravsGrok 4.6
Preference Elo
1,548vs1,592+44
Coding Elo
1,542vs1,568+26
SWE-bench
70.4%vs69.1%+1.3%
LiveBench
69.1%vs71.4%+2.3%
GPQA Diamond
82%vs84.6%+2.6%
GPT-5.6 Terra: 1WGrok 4.6: 4W
🏆GPT-5.6 Terra(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5.6 TerravsGrok 4.6
Output speed
128 tok/svs118 tok/s+10 tok/s
Time to first token
160 msvs195 ms+35 ms
GPT-5.6 Terra: 2WGrok 4.6: 0W
🏆GPT-5.6 Terra(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5.6 TerravsGrok 4.6
Output price
$6/1Mvs$6/1M
Input price
$1/1Mvs$2/1M+$1/1M
Context window
1.1Mvs500k+550k
GPT-5.6 Terra: 2WGrok 4.6: 0W

Side-by-Side Benchmark Matrix

Preference Elo+44
GPT-5.6 Terra1,548
lmarena · Aug 16, 2026
Grok 4.61,592
lmarena · Aug 16, 2026
Coding Elo+26
GPT-5.6 Terra1,542
lmarena · Aug 16, 2026
Grok 4.61,568
lmarena · Aug 16, 2026
LiveBench+2.3%
GPT-5.6 Terra69.1%
livebench · Aug 16, 2026
Grok 4.671.4%
livebench · Aug 16, 2026
SWE-bench+1.3%
GPT-5.6 Terra70.4%
swebench · Aug 16, 2026
Grok 4.669.1%
swebench · Aug 16, 2026
GPQA Diamond+2.6%
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
Grok 4.684.6%
seed-bootstrap · Aug 16, 2026
Time to first token+35 ms
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
Grok 4.6195 ms
seed-bootstrap · Aug 16, 2026
Output speed+10 tok/s
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
Grok 4.6118 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$1/1M
GPT-5.6 Terra$1/1M
openrouter · Aug 17, 2026
Grok 4.6$2/1M
openrouter · Aug 17, 2026
Output price
GPT-5.6 Terra$6/1M
openrouter · Aug 17, 2026
Grok 4.6$6/1M
openrouter · Aug 17, 2026
Context window+550k
GPT-5.6 Terra1.1M
openrouter · Aug 17, 2026
Grok 4.6500k
openrouter · Aug 17, 2026
BenchmarkGPT-5.6 TerraGrok 4.6Advantage Delta
Preference Elo
1,548
lmarena · Aug 16, 2026
1,592
lmarena · Aug 16, 2026
+44
Coding Elo
1,542
lmarena · Aug 16, 2026
1,568
lmarena · Aug 16, 2026
+26
LiveBench
69.1%
livebench · Aug 16, 2026
71.4%
livebench · Aug 16, 2026
+2.3%
SWE-bench
70.4%
swebench · Aug 16, 2026
69.1%
swebench · Aug 16, 2026
+1.3%
GPQA Diamond
82%
seed-bootstrap · Aug 16, 2026
84.6%
seed-bootstrap · Aug 16, 2026
+2.6%
Time to first token
160 ms
seed-bootstrap · Aug 16, 2026
195 ms
seed-bootstrap · Aug 16, 2026
+35 ms
Output speed
128 tok/s
seed-bootstrap · Aug 16, 2026
118 tok/s
seed-bootstrap · Aug 16, 2026
+10 tok/s
Input price
$1/1M
openrouter · Aug 17, 2026
$2/1M
openrouter · Aug 17, 2026
+$1/1M
Output price
$6/1M
openrouter · Aug 17, 2026
$6/1M
openrouter · Aug 17, 2026
—
Context window
1.1M
openrouter · Aug 17, 2026
500k
openrouter · Aug 17, 2026
+550k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 22% with GPT-5.6 Terra
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-5.6 Terra$125.00 / mo
In: $35Out: $90
Grok 4.6$160.00 / mo
In: $70Out: $90
Estimated Cost Delta

GPT-5.6 Terra is estimated to save $35.00/month ($420/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-5.6 Terra:Pick GPT-5.6 Terra when repo-level coding accuracy is the constraint.
  • 2
    GPT-5.6 Terra:Pick GPT-5.6 Terra when time-to-first-token matters more than peak Elo.
  • 3
    GPT-5.6 Terra:Pick GPT-5.6 Terra for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsGPT-5.6 Terra

Higher SWE-bench (70.4%).

High-volume chatGPT-5.6 Terra

Lower output list price ($6/1M).

Voice / low-latency UIGPT-5.6 Terra

Lower TTFT (160 ms).

Long-document RAGGPT-5.6 Terra

Larger window (1.1M).

Screenshots / visionGrok 4.6

Both accept images. Defaulting to the higher-Elo side (Grok 4.6).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 TerraHigher SWE-bench (70.4%).
High-volume chatGPT-5.6 TerraLower output list price ($6/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGPT-5.6 TerraLarger window (1.1M).
Screenshots / visionGrok 4.6Both accept images. Defaulting to the higher-Elo side (Grok 4.6).

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 12, 2026

Grok vs ChatGPT: price and Elo, not a personality contest

Brand hub remaps to top xAI vs top OpenAI. After Aug 12 that is Grok 4.6 vs Sol.

launchAug 12, 2026

Grok 4.6 (Aug 12): post-training refresh, same $2/$6 list

xAI’s Aug 12 2026 refresh of Grok 4.5. 500k context. The Grok vs ChatGPT hub remaps here.

priceJul 30, 2026

GPT-5.6 Terra after the Jul 30 cut: $2/$12 mid-tier

Terra is OpenAI’s Sonnet-class invoice. Use it when Sol is too expensive and Luna is too small.

launchJul 10, 2025

Grok 4 remains the previous xAI flagship on this catalog

2025-07 row. 4.6 is the buy. We keep 4 so upgrade pairs and old inbound links resolve.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-5.6 Terra

Elo 1,548
SWE-bench70.4%
Speed (tok/s)128 tok/s
Input / 1M Tokens$1/1M
Output / 1M Tokens$6/1M
xAI

Grok 4.6

Elo 1,592
SWE-bench69.1%
Speed (tok/s)118 tok/s
Input / 1M Tokens$2/1M
Output / 1M Tokens$6/1M

Frequently Asked Questions

Which is better overall, GPT-5.6 Terra or Grok 4.6?
Grok 4.6 has the higher preference Elo in our latest snapshot (1,592). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-5.6 Terra or Grok 4.6?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 69.1%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-5.6 Terra output tokens are $6/1M versus $6/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Terra or Grok 4.6?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 195 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-5.6 Terra accepts 1.1M tokens versus 500k.
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. GPT-5.6 Terra and Grok 4.6 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 12, 2026

    Grok vs ChatGPT: price and Elo, not a personality contest

  • launch · Aug 12, 2026

    Grok 4.6 (Aug 12): post-training refresh, same $2/$6 list

  • price · Jul 30, 2026

    GPT-5.6 Terra after the Jul 30 cut: $2/$12 mid-tier

  • launch · Jul 10, 2025

    Grok 4 remains the previous xAI flagship on this catalog

Similar Head-to-Head Comparisons

All GPT-5.6 Terra matchups →|All Grok 4.6 matchups →
Grok 4.6 vs Grok 4 (previous grok)GPT-4.5 Orion vs GPT-5.6 TerraGPT-5 vs GPT-5.6 TerraGPT-5.6 Sol vs Grok 4.6OpenAI: o3 Mini vs GPT-5.6 TerraOpenAI: o1 vs GPT-5.6 Terra