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Every score has a dated snapshot.

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  3. DeepSeek V3 vs GPT-5.6 Terra

Pairwise benchmark snapshot · Aug 17, 2026

DeepSeek V3 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 1,310), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while DeepSeek V3 is more budget-friendly at $1.029/1M 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 DeepSeek V3 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

DeepSeek V3 (2)GPT-5.6 Terra (7)
DeepSeek V3
2 of 9 Wins
✓Input price✓Output price
GPT-5.6 Terra
7 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
DeepSeek
Leads 2 of 9 metrics
DeepSeek V3

Prior DeepSeek flagship. Baseline for v3 vs v4.

Elo 1,310$1.0287/1M out
OpenAI
Leads 7 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
Top Rival Showdowns for DeepSeek V3
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

Δ 238 Arena Elo pts

Throughput LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

128 tok/s

Value per Dollar LeaderDeepSeek V3 Wins

DeepSeek V3

$1.0287 / 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.

DeepSeek V3 (2)vsGPT-5.6 Terra (8)
DeepSeek V3: 2W (20%)Overall: GPT-5.6 TerraGPT-5.6 Terra: 8W (80%)
← DeepSeek V3GPT-5.6 Terra →
🏆GPT-5.6 Terra(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V3vsGPT-5.6 Terra
Preference Elo
1,310vs1,548+238
Coding Elo
—vs1,542
SWE-bench
48.6%vs70.4%+21.8%
LiveBench
55.4%vs69.1%+13.7%
GPQA Diamond
59.1%vs82%+22.9%
DeepSeek V3: 0WGPT-5.6 Terra: 5W
🏆GPT-5.6 Terra(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V3vsGPT-5.6 Terra
Output speed
66 tok/svs128 tok/s+62 tok/s
Time to first token
380 msvs160 ms+220 ms
DeepSeek V3: 0WGPT-5.6 Terra: 2W
🏆DeepSeek V3(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V3vsGPT-5.6 Terra
Output price
$1.029/1Mvs$6/1M+$4.971/1M
Input price
$0.257/1Mvs$1/1M+$0.743/1M
Context window
164kvs1.1M+886k
DeepSeek V3: 2WGPT-5.6 Terra: 1W

Side-by-Side Benchmark Matrix

Preference Elo+238
DeepSeek V31,310
lmarena · Aug 17, 2026
GPT-5.6 Terra1,548
lmarena · Aug 16, 2026
Coding Elo
DeepSeek V3—
GPT-5.6 Terra1,542
lmarena · Aug 16, 2026
LiveBench+13.7%
DeepSeek V355.4%
livebench · Aug 17, 2026
GPT-5.6 Terra69.1%
livebench · Aug 16, 2026
SWE-bench+21.8%
DeepSeek V348.6%
swebench · Aug 17, 2026
GPT-5.6 Terra70.4%
swebench · Aug 16, 2026
GPQA Diamond+22.9%
DeepSeek V359.1%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
Time to first token+220 ms
DeepSeek V3380 ms
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
Output speed+62 tok/s
DeepSeek V366 tok/s
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.743/1M
DeepSeek V3$0.257/1M
openrouter · Aug 17, 2026
GPT-5.6 Terra$1/1M
openrouter · Aug 17, 2026
Output price+$4.971/1M
DeepSeek V3$1.029/1M
openrouter · Aug 17, 2026
GPT-5.6 Terra$6/1M
openrouter · Aug 17, 2026
Context window+886k
DeepSeek V3164k
openrouter · Aug 17, 2026
GPT-5.6 Terra1.1M
openrouter · Aug 17, 2026
BenchmarkDeepSeek V3GPT-5.6 TerraAdvantage Delta
Preference Elo
1,310
lmarena · Aug 17, 2026
1,548
lmarena · Aug 16, 2026
+238
Coding Elo—
1,542
lmarena · Aug 16, 2026
—
LiveBench
55.4%
livebench · Aug 17, 2026
69.1%
livebench · Aug 16, 2026
+13.7%
SWE-bench
48.6%
swebench · Aug 17, 2026
70.4%
swebench · Aug 16, 2026
+21.8%
GPQA Diamond
59.1%
seed-bootstrap · Aug 1, 2026
82%
seed-bootstrap · Aug 16, 2026
+22.9%
Time to first token
380 ms
seed-bootstrap · Aug 1, 2026
160 ms
seed-bootstrap · Aug 16, 2026
+220 ms
Output speed
66 tok/s
seed-bootstrap · Aug 1, 2026
128 tok/s
seed-bootstrap · Aug 16, 2026
+62 tok/s
Input price
$0.257/1M
openrouter · Aug 17, 2026
$1/1M
openrouter · Aug 17, 2026
+$0.743/1M
Output price
$1.029/1M
openrouter · Aug 17, 2026
$6/1M
openrouter · Aug 17, 2026
+$4.971/1M
Context window
164k
openrouter · Aug 17, 2026
1.1M
openrouter · Aug 17, 2026
+886k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 80% with DeepSeek V3
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
DeepSeek V3$24.44 / mo
In: $9.01Out: $15.43
GPT-5.6 Terra$125.00 / mo
In: $35Out: $90
Estimated Cost Delta

DeepSeek V3 is estimated to save $100.56/month ($1,207/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
    DeepSeek V3:Pick DeepSeek V3 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 chatDeepSeek V3

Lower output list price ($1.029/1M).

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

GPT-5.6 Terra is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 TerraHigher SWE-bench (70.4%).
High-volume chatDeepSeek V3Lower output list price ($1.029/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGPT-5.6 TerraLarger window (1.1M).
Screenshots / visionGPT-5.6 TerraGPT-5.6 Terra is the side marked multimodal in the catalog.

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
DeepSeek

DeepSeek V3

Elo 1,310
SWE-bench48.6%
Speed (tok/s)66 tok/s
Input / 1M Tokens$0.257/1M
Output / 1M Tokens$1.029/1M
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

Frequently Asked Questions

Which is better overall, DeepSeek V3 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, DeepSeek V3 or GPT-5.6 Terra?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 48.6%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek V3 output tokens are $1.029/1M versus $6/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V3 or GPT-5.6 Terra?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 380 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 164k.
Can I self-host either model?
DeepSeek V3 is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
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. DeepSeek V3 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 DeepSeek V3 matchups →|All GPT-5.6 Terra matchups →
DeepSeek V3 vs DeepSeek Coder V2 (previous deepseek)DeepSeek V3 vs DeepSeek R1 (next deepseek)GPT-5 vs GPT-5.6 TerraDeepSeek V4 Pro vs GPT-5.6 TerraGPT-4.5 Orion vs GPT-5.6 TerraGPT-5.6 Sol vs GPT-5.6 Terra