CompareLLM
CompareLLM.ai
Live
Leaderboard
Models
Compare
Best of & Stacks
Research & News
…
CompareLLM
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

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

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. GPT-5.6 Terra vs MoonshotAI: Kimi K2 0711

Pairwise benchmark snapshot · Aug 17, 2026

GPT-5.6 Terra vs MoonshotAI: Kimi K2 0711 benchmark

In this head-to-head showdown, GPT-5.6 Terra delivers higher overall intelligence and human-preferred responses (Elo 1,548 vs 1,465), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while MoonshotAI: Kimi K2 0711 is more budget-friendly at $2.3/1M per 1M output tokens, while GPT-5.6 Terra provides faster response streaming (128 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GPT-5.6 Terra if your priority is peak reasoning, complex code generation, and top preference Elo. Choose MoonshotAI: Kimi K2 0711 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

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

GPT-5.6 Terra (8)MoonshotAI: Kimi K2 0711 (2)
GPT-5.6 Terra
8 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
MoonshotAI: Kimi K2 0711
2 of 10 Wins
✓Input price✓Output price
OpenAI
Leads 8 of 10 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
Moonshot
Leads 2 of 10 metrics
MoonshotAI: Kimi K2 0711

Auto-discovered from OpenRouter (moonshotai/kimi-k2). Preview until a second source matches.

K2 BaseElo 1,465$2.3/1M out

GPT-5.6 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-5.6 Terra vs MoonshotAI: Kimi K2 0711. 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 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

Δ 83 Arena Elo pts

Throughput LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

128 tok/s

Value per Dollar LeaderMoonshotAI: Kimi K2 0711 Wins

MoonshotAI: Kimi K2 0711

$2.3 / 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
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

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

GPT-5.6 Terra (8)vsMoonshotAI: Kimi K2 0711 (2)
GPT-5.6 Terra: 8W (80%)Overall: GPT-5.6 TerraMoonshotAI: Kimi K2 0711: 2W (20%)
← GPT-5.6 TerraMoonshotAI: Kimi K2 0711 →
🏆GPT-5.6 Terra(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-5.6 TerravsMoonshotAI: Kimi K2 0711
Preference Elo
1,548vs1,465+83
Coding Elo
1,542vs1,470+72
SWE-bench
70.4%vs65.8%+4.6%
LiveBench
69.1%vs62.8%+6.3%
GPQA Diamond
82%vs76.5%+5.5%
GPT-5.6 Terra: 5WMoonshotAI: Kimi K2 0711: 0W
🏆GPT-5.6 Terra(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5.6 TerravsMoonshotAI: Kimi K2 0711
Output speed
128 tok/svs85 tok/s+43 tok/s
Time to first token
160 msvs240 ms+80 ms
GPT-5.6 Terra: 2WMoonshotAI: Kimi K2 0711: 0W
🏆MoonshotAI: Kimi K2 0711(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5.6 TerravsMoonshotAI: Kimi K2 0711
Output price
$6/1Mvs$2.3/1M+$3.7/1M
Input price
$1/1Mvs$0.57/1M+$0.43/1M
Context window
1.1Mvs131k+919k
GPT-5.6 Terra: 1WMoonshotAI: Kimi K2 0711: 2W

Side-by-Side Benchmark Matrix

Preference Elo+83
GPT-5.6 Terra1,548
lmarena · Aug 16, 2026
MoonshotAI: Kimi K2 07111,465
lmarena · Aug 17, 2026
Coding Elo+72
GPT-5.6 Terra1,542
lmarena · Aug 16, 2026
MoonshotAI: Kimi K2 07111,470
lmarena · Aug 17, 2026
LiveBench+6.3%
GPT-5.6 Terra69.1%
livebench · Aug 16, 2026
MoonshotAI: Kimi K2 071162.8%
livebench · Aug 17, 2026
SWE-bench+4.6%
GPT-5.6 Terra70.4%
swebench · Aug 16, 2026
MoonshotAI: Kimi K2 071165.8%
swebench · Aug 17, 2026
GPQA Diamond+5.5%
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
MoonshotAI: Kimi K2 071176.5%
seed-bootstrap · Aug 1, 2026
Time to first token+80 ms
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
MoonshotAI: Kimi K2 0711240 ms
seed-bootstrap · Aug 1, 2026
Output speed+43 tok/s
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
MoonshotAI: Kimi K2 071185 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.43/1M
GPT-5.6 Terra$1/1M
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2 0711$0.57/1M
openrouter · Aug 17, 2026
Output price+$3.7/1M
GPT-5.6 Terra$6/1M
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2 0711$2.3/1M
openrouter · Aug 17, 2026
Context window+919k
GPT-5.6 Terra1.1M
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2 0711131k
openrouter · Aug 17, 2026
BenchmarkGPT-5.6 TerraMoonshotAI: Kimi K2 0711Advantage Delta
Preference Elo
1,548
lmarena · Aug 16, 2026
1,465
lmarena · Aug 17, 2026
+83
Coding Elo
1,542
lmarena · Aug 16, 2026
1,470
lmarena · Aug 17, 2026
+72
LiveBench
69.1%
livebench · Aug 16, 2026
62.8%
livebench · Aug 17, 2026
+6.3%
SWE-bench
70.4%
swebench · Aug 16, 2026
65.8%
swebench · Aug 17, 2026
+4.6%
GPQA Diamond
82%
seed-bootstrap · Aug 16, 2026
76.5%
seed-bootstrap · Aug 1, 2026
+5.5%
Time to first token
160 ms
seed-bootstrap · Aug 16, 2026
240 ms
seed-bootstrap · Aug 1, 2026
+80 ms
Output speed
128 tok/s
seed-bootstrap · Aug 16, 2026
85 tok/s
seed-bootstrap · Aug 1, 2026
+43 tok/s
Input price
$1/1M
openrouter · Aug 17, 2026
$0.57/1M
openrouter · Aug 17, 2026
+$0.43/1M
Output price
$6/1M
openrouter · Aug 17, 2026
$2.3/1M
openrouter · Aug 17, 2026
+$3.7/1M
Context window
1.1M
openrouter · Aug 17, 2026
131k
openrouter · Aug 17, 2026
+919k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 56% with MoonshotAI: Kimi K2 0711
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
MoonshotAI: Kimi K2 0711$54.45 / mo
In: $19.95Out: $34.5
Estimated Cost Delta

MoonshotAI: Kimi K2 0711 is estimated to save $70.55/month ($847/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
    MoonshotAI: Kimi K2 0711:Pick MoonshotAI: Kimi K2 0711 when you are optimizing output cost.
  • 3
    GPT-5.6 Terra:Pick GPT-5.6 Terra when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGPT-5.6 Terra

Higher SWE-bench (70.4%).

High-volume chatMoonshotAI: Kimi K2 0711

Lower output list price ($2.3/1M).

Voice / low-latency UIGPT-5.6 Terra

Lower TTFT (160 ms).

Long-document RAGGPT-5.6 Terra

Larger window (1.1M).

Screenshots / visionGPT-5.6 Terra

Both accept images. Defaulting to the higher-Elo side (GPT-5.6 Terra).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 TerraHigher SWE-bench (70.4%).
High-volume chatMoonshotAI: Kimi K2 0711Lower output list price ($2.3/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGPT-5.6 TerraLarger window (1.1M).
Screenshots / visionGPT-5.6 TerraBoth accept images. Defaulting to the higher-Elo side (GPT-5.6 Terra).

Related Editorial Dispatches & Benchmark Notes

View all news
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.

Community Sentiment

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/gpt-5-6-terra-vs-kimi-k2/opengraph-image

Save PNG

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
Moonshot

MoonshotAI: Kimi K2 0711

Elo 1,465
SWE-bench65.8%
Speed (tok/s)85 tok/s
Input / 1M Tokens$0.57/1M
Output / 1M Tokens$2.3/1M

Frequently Asked Questions

Which is better overall, GPT-5.6 Terra or MoonshotAI: Kimi K2 0711?
GPT-5.6 Terra has the higher preference Elo in our latest snapshot (1,548). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-5.6 Terra or MoonshotAI: Kimi K2 0711?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 65.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
MoonshotAI: Kimi K2 0711 output tokens are $2.3/1M versus $6/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Terra or MoonshotAI: Kimi K2 0711?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 240 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 131k.
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 MoonshotAI: Kimi K2 0711 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • price · Jul 30, 2026

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

Similar Head-to-Head Comparisons

All GPT-5.6 Terra matchups →|All MoonshotAI: Kimi K2 0711 matchups →
MoonshotAI: Kimi K2 0711 vs Kimi Chat 1.5 (previous kimi)MoonshotAI: Kimi K2 0711 vs MoonshotAI: Kimi K2.5 (next kimi)GPT-4.5 Orion vs GPT-5.6 TerraGPT-5 vs GPT-5.6 TerraKimi K3 vs GPT-5.6 TerraGPT-5.6 Sol vs GPT-5.6 Terra