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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. Claude 3.5 Sonnet vs GPT-5.6 Terra

Pairwise benchmark snapshot · Aug 16, 2026

Claude 3.5 Sonnet vs GPT-5.6 Terra benchmark

In this head-to-head showdown, GPT-5.6 Terra delivers higher overall intelligence and human-preferred responses (Elo 1,548 vs 1,280), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while GPT-5.6 Terra is more budget-friendly at $12/1M 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: GPT-5.6 Terra holds the advantage over Claude 3.5 Sonnet in overall benchmark performance and human evaluation rankings. Choose GPT-5.6 Terra for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

Claude 3.5 Sonnet (0)GPT-5.6 Terra (9)
Claude 3.5 Sonnet
0 of 9 Wins
Competitive baseline across remaining benchmarks
GPT-5.6 Terra
9 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Anthropic
Claude 3.5 Sonnet

2024 workhorse. Still a high-intent compare against GPT-4o.

Elo 1,280$15/1M out
OpenAI
Leads 9 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$12/1M out
Top Rival Showdowns for Claude 3.5 Sonnet
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

Δ 268 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

$12 / 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.

Claude 3.5 Sonnet (0)vsGPT-5.6 Terra (10)
Claude 3.5 Sonnet: 0W (0%)Overall: GPT-5.6 TerraGPT-5.6 Terra: 10W (100%)
← Claude 3.5 SonnetGPT-5.6 Terra →
🏆GPT-5.6 Terra(5/5)

Intelligence & Reasoning

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

Benchmark
Claude 3.5 SonnetvsGPT-5.6 Terra
Preference Elo
1,280vs1,548+268
Coding Elo
—vs1,542
SWE-bench
49%vs70.4%+21.4%
LiveBench
52.1%vs69.1%+17%
GPQA Diamond
65%vs82%+17%
Claude 3.5 Sonnet: 0WGPT-5.6 Terra: 5W
🏆GPT-5.6 Terra(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.5 SonnetvsGPT-5.6 Terra
Output speed
80 tok/svs128 tok/s+48 tok/s
Time to first token
280 msvs160 ms+120 ms
Claude 3.5 Sonnet: 0WGPT-5.6 Terra: 2W
🏆GPT-5.6 Terra(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.5 SonnetvsGPT-5.6 Terra
Output price
$15/1Mvs$12/1M+$3/1M
Input price
$3/1Mvs$2/1M+$1/1M
Context window
200kvs1M+800k
Claude 3.5 Sonnet: 0WGPT-5.6 Terra: 3W

Side-by-Side Benchmark Matrix

Preference Elo+268
Claude 3.5 Sonnet1,280
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra1,548
seed-bootstrap · Aug 16, 2026
Coding Elo
Claude 3.5 Sonnet—
GPT-5.6 Terra1,542
seed-bootstrap · Aug 16, 2026
LiveBench+17%
Claude 3.5 Sonnet52.1%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra69.1%
seed-bootstrap · Aug 16, 2026
SWE-bench+21.4%
Claude 3.5 Sonnet49%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra70.4%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+17%
Claude 3.5 Sonnet65%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
Time to first token+120 ms
Claude 3.5 Sonnet280 ms
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
Output speed+48 tok/s
Claude 3.5 Sonnet80 tok/s
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$1/1M
Claude 3.5 Sonnet$3/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra$2/1M
seed-bootstrap · Aug 16, 2026
Output price+$3/1M
Claude 3.5 Sonnet$15/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra$12/1M
seed-bootstrap · Aug 16, 2026
Context window+800k
Claude 3.5 Sonnet200k
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra1M
seed-bootstrap · Aug 16, 2026
BenchmarkClaude 3.5 SonnetGPT-5.6 TerraAdvantage Delta
Preference Elo
1,280
seed-bootstrap · Aug 1, 2026
1,548
seed-bootstrap · Aug 16, 2026
+268
Coding Elo—
1,542
seed-bootstrap · Aug 16, 2026
—
LiveBench
52.1%
seed-bootstrap · Aug 1, 2026
69.1%
seed-bootstrap · Aug 16, 2026
+17%
SWE-bench
49%
seed-bootstrap · Aug 1, 2026
70.4%
seed-bootstrap · Aug 16, 2026
+21.4%
GPQA Diamond
65%
seed-bootstrap · Aug 1, 2026
82%
seed-bootstrap · Aug 16, 2026
+17%
Time to first token
280 ms
seed-bootstrap · Aug 1, 2026
160 ms
seed-bootstrap · Aug 16, 2026
+120 ms
Output speed
80 tok/s
seed-bootstrap · Aug 1, 2026
128 tok/s
seed-bootstrap · Aug 16, 2026
+48 tok/s
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$2/1M
seed-bootstrap · Aug 16, 2026
+$1/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$12/1M
seed-bootstrap · Aug 16, 2026
+$3/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
1M
seed-bootstrap · Aug 16, 2026
+800k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 24% 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)
Claude 3.5 Sonnet$330.00 / mo
In: $105Out: $225
GPT-5.6 Terra$250.00 / mo
In: $70Out: $180
Estimated Cost Delta

GPT-5.6 Terra is estimated to save $80.00/month ($960/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 ($12/1M).

Voice / low-latency UIGPT-5.6 Terra

Lower TTFT (160 ms).

Long-document RAGGPT-5.6 Terra

Larger window (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 chatGPT-5.6 TerraLower output list price ($12/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGPT-5.6 TerraLarger window (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

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude 3.5 Sonnet

Elo 1,280
SWE-bench49%
Speed (tok/s)80 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
OpenAI

GPT-5.6 Terra

Elo 1,548
SWE-bench70.4%
Speed (tok/s)128 tok/s
Input / 1M Tokens$2/1M
Output / 1M Tokens$12/1M

Frequently Asked Questions

Which is better overall, Claude 3.5 Sonnet or GPT-5.6 Terra?
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, Claude 3.5 Sonnet or GPT-5.6 Terra?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 49%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-5.6 Terra output tokens are $12/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.5 Sonnet or GPT-5.6 Terra?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 280 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-5.6 Terra accepts 1M tokens versus 200k.
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. Claude 3.5 Sonnet and GPT-5.6 Terra 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 Claude 3.5 Sonnet matchups →|All GPT-5.6 Terra matchups →
Claude 3.5 Sonnet vs Claude 3.7 Sonnet (next sonnet)Claude Opus 4.5 vs GPT-5.6 TerraClaude Opus 4.6 vs GPT-5.6 TerraClaude Sonnet 4.5 vs GPT-5.6 TerraGPT-5 vs GPT-5.6 TerraOpenAI o3-mini vs GPT-5.6 Terra