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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. DeepSeek V4 Pro vs GPT-5.6 Terra

Pairwise benchmark snapshot · Aug 17, 2026

DeepSeek V4 Pro 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 1,536), while DeepSeek V4 Pro leads in SWE-bench software engineering benchmarks (71.6%), while DeepSeek V4 Pro is more budget-friendly at $3.96/1M 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 V4 Pro if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

DeepSeek V4 Pro (5)GPT-5.6 Terra (5)
DeepSeek V4 Pro
5 of 10 Wins
✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Output price
GPT-5.6 Terra
5 of 10 Wins
✓Preference Elo✓Time to first token✓Output speed✓Input price✓Context window
DeepSeek
Leads 5 of 10 metrics
DeepSeek V4 Pro

Open-weight-adjacent DeepSeek flagship. High reasoning density per dollar.

Elo 1,536$3.9600000000000004/1M out
OpenAI
Leads 5 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

DeepSeek V4 Series Lineage & Sibling Variants

2 models

Currently comparing DeepSeek V4 Pro vs GPT-5.6 Terra. Alternative family tiers available.

Active: DeepSeek V4 Pro
DeepSeek V4 Flash$0.28

DeepSeek V4 Pro Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Full RL CoT)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
410 ms
Standard speed
Reasoning Depth
~2,800
Internal tokens
Cost / 1k Calls
$12.94
7.0× standard bill
Accuracy Boost
+6.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for DeepSeek V4 Pro
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 12 Arena Elo pts

Throughput LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

128 tok/s

Value per Dollar LeaderDeepSeek V4 Pro Wins

DeepSeek V4 Pro

$3.9600000000000004 / 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.

DeepSeek V4 Pro (5)vsGPT-5.6 Terra (5)
DeepSeek V4 Pro: 5W (50%)Overall: Even matchupGPT-5.6 Terra: 5W (50%)
← DeepSeek V4 ProGPT-5.6 Terra →
🏆DeepSeek V4 Pro(4/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V4 ProvsGPT-5.6 Terra
Preference Elo
1,536vs1,548+12
Coding Elo
1,544vs1,542+2
SWE-bench
71.6%vs70.4%+1.2%
LiveBench
70.1%vs69.1%+1%
GPQA Diamond
84%vs82%+2%
DeepSeek V4 Pro: 4WGPT-5.6 Terra: 1W
🏆GPT-5.6 Terra(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V4 ProvsGPT-5.6 Terra
Output speed
70 tok/svs128 tok/s+58 tok/s
Time to first token
410 msvs160 ms+250 ms
DeepSeek V4 Pro: 0WGPT-5.6 Terra: 2W
🏆GPT-5.6 Terra(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V4 ProvsGPT-5.6 Terra
Output price
$3.96/1Mvs$6/1M+$2.04/1M
Input price
$1.32/1Mvs$1/1M+$0.32/1M
Context window
1Mvs1.1M+1k
DeepSeek V4 Pro: 1WGPT-5.6 Terra: 2W

Side-by-Side Benchmark Matrix

Preference Elo+12
DeepSeek V4 Pro1,536
lmarena · Aug 17, 2026
GPT-5.6 Terra1,548
lmarena · Aug 16, 2026
Coding Elo+2
DeepSeek V4 Pro1,544
lmarena · Aug 17, 2026
GPT-5.6 Terra1,542
lmarena · Aug 16, 2026
LiveBench+1%
DeepSeek V4 Pro70.1%
livebench · Aug 17, 2026
GPT-5.6 Terra69.1%
livebench · Aug 16, 2026
SWE-bench+1.2%
DeepSeek V4 Pro71.6%
swebench · Aug 17, 2026
GPT-5.6 Terra70.4%
swebench · Aug 16, 2026
GPQA Diamond+2%
DeepSeek V4 Pro84%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
Time to first token+250 ms
DeepSeek V4 Pro410 ms
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
Output speed+58 tok/s
DeepSeek V4 Pro70 tok/s
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.32/1M
DeepSeek V4 Pro$1.32/1M
openrouter · Aug 17, 2026
GPT-5.6 Terra$1/1M
openrouter · Aug 17, 2026
Output price+$2.04/1M
DeepSeek V4 Pro$3.96/1M
openrouter · Aug 17, 2026
GPT-5.6 Terra$6/1M
openrouter · Aug 17, 2026
Context window+1k
DeepSeek V4 Pro1M
openrouter · Aug 17, 2026
GPT-5.6 Terra1.1M
openrouter · Aug 17, 2026
BenchmarkDeepSeek V4 ProGPT-5.6 TerraAdvantage Delta
Preference Elo
1,536
lmarena · Aug 17, 2026
1,548
lmarena · Aug 16, 2026
+12
Coding Elo
1,544
lmarena · Aug 17, 2026
1,542
lmarena · Aug 16, 2026
+2
LiveBench
70.1%
livebench · Aug 17, 2026
69.1%
livebench · Aug 16, 2026
+1%
SWE-bench
71.6%
swebench · Aug 17, 2026
70.4%
swebench · Aug 16, 2026
+1.2%
GPQA Diamond
84%
seed-bootstrap · Aug 1, 2026
82%
seed-bootstrap · Aug 16, 2026
+2%
Time to first token
410 ms
seed-bootstrap · Aug 1, 2026
160 ms
seed-bootstrap · Aug 16, 2026
+250 ms
Output speed
70 tok/s
seed-bootstrap · Aug 1, 2026
128 tok/s
seed-bootstrap · Aug 16, 2026
+58 tok/s
Input price
$1.32/1M
openrouter · Aug 17, 2026
$1/1M
openrouter · Aug 17, 2026
+$0.32/1M
Output price
$3.96/1M
openrouter · Aug 17, 2026
$6/1M
openrouter · Aug 17, 2026
+$2.04/1M
Context window
1M
openrouter · Aug 17, 2026
1.1M
openrouter · Aug 17, 2026
+1k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 16% with DeepSeek V4 Pro
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
DeepSeek V4 Pro$105.60 / mo
In: $46.2Out: $59.4
GPT-5.6 Terra$125.00 / mo
In: $35Out: $90
Estimated Cost Delta

DeepSeek V4 Pro is estimated to save $19.40/month ($233/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    DeepSeek V4 Pro:Pick DeepSeek V4 Pro 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 agentsDeepSeek V4 Pro

Higher SWE-bench (71.6%).

High-volume chatDeepSeek V4 Pro

Lower output list price ($3.96/1M).

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 agentsDeepSeek V4 ProHigher SWE-bench (71.6%).
High-volume chatDeepSeek V4 ProLower output list price ($3.96/1M).
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.

compareJun 13, 2026

DeepSeek vs Claude: the cheap-versus-frontier question, remapped

Top DeepSeek vs top Anthropic Elo. Usually V4 Pro vs Opus 5. License and invoice decide as much as Elo.

launchJun 12, 2026

DeepSeek V4 Pro: high reasoning density per dollar

2026-06 open-weight-adjacent flagship. The usual cheap-vs-Claude question starts here.

launchJan 20, 2025

DeepSeek R1 stays as the open-weights RL baseline

Jan 2025 reasoning model. Still searched. V4 Pro is the newer DeepSeek buy.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
DeepSeek

DeepSeek V4 Pro

Elo 1,536
SWE-bench71.6%
Speed (tok/s)70 tok/s
Input / 1M Tokens$1.32/1M
Output / 1M Tokens$3.96/1M
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 V4 Pro 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 V4 Pro or GPT-5.6 Terra?
DeepSeek V4 Pro leads SWE-bench at 71.6% vs 70.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek V4 Pro output tokens are $3.96/1M versus $6/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V4 Pro or GPT-5.6 Terra?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 410 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 1M.
Can I self-host either model?
DeepSeek V4 Pro 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 V4 Pro 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

  • compare · Jun 13, 2026

    DeepSeek vs Claude: the cheap-versus-frontier question, remapped

  • launch · Jun 12, 2026

    DeepSeek V4 Pro: high reasoning density per dollar

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

All DeepSeek V4 Pro matchups →|All GPT-5.6 Terra matchups →
DeepSeek V4 Pro vs DeepSeek R1 (previous deepseek)DeepSeek V4 Pro vs DeepSeek V4 Flash (next deepseek)GPT-4.5 Orion vs DeepSeek V4 ProGPT-5 vs GPT-5.6 TerraGPT-5.6 Sol vs GPT-5.6 TerraOpenAI: o3 Mini vs GPT-5.6 Terra