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Precision Benchmarks

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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 Gemini 3.6 Pro

Pairwise benchmark snapshot · Aug 17, 2026

DeepSeek V4 Pro vs Gemini 3.6 Pro benchmark

In this head-to-head showdown, Gemini 3.6 Pro delivers higher overall intelligence and human-preferred responses (Elo 1,570 vs 1,536), while Gemini 3.6 Pro leads in SWE-bench software engineering benchmarks (74.6%), while DeepSeek V4 Pro is more budget-friendly at $3.96/1M per 1M output tokens, while Gemini 3.6 Pro provides faster response streaming (102 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Gemini 3.6 Pro 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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Executive Verdict Summary

Gemini 3.6 Pro holds empirical advantage (9 of 10 metrics)

Coding / SWESWE-bench
Gemini 3.6 ProTop code solve rate
ReasoningGPQA / Live
Gemini 3.6 ProTop logical accuracy
Best Value$/1M Tok
DeepSeek V4 ProLowest API billing cost
Speed / TokTok/Sec
Gemini 3.6 ProFastest stream rate

Verified Advantage Breakdown

10 benchmarks evaluated across capability, speed, and cost

DeepSeek V4 Pro (1)Gemini 3.6 Pro (9)
DeepSeek V4 Pro
1 of 10 Wins
✓Output price
Gemini 3.6 Pro
9 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Context window
DeepSeek
Leads 1 of 10
DeepSeek V4 Pro

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

Elo 1,536In: $1.32 · Out: $3.96/1M
Google
Leads 9 of 10
Gemini 3.6 Pro

Current Google Pro-class multimodal model. Long context, strong coding, billed like the 3.x Pro tier.

Elo 1,570In: $1.25 · Out: $5/1M

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.

Delay
410 ms
Standard
CoT Tokens
~2,800
Internal reasoning
Cost / 1k
$12.94
7.0× base bill
Accuracy Boost
+6.5%
STEM & Logic

Gemini 3.6 Pro Thinking Depth & Cost Scaler

Model B

Simulate accuracy gains vs added response time & token cost

Mode: Medium (8k tokens)

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.

Delay
205 ms
Standard
CoT Tokens
~2,400
Internal reasoning
Cost / 1k
$14.13
6.6× base bill
Accuracy Boost
+4.8%
STEM & Logic
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 LeaderGemini 3.6 Pro Wins

Gemini 3.6 Pro

Δ 34 Arena Elo pts

Throughput LeaderGemini 3.6 Pro Wins

Gemini 3.6 Pro

102 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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

DeepSeek V4 Pro (1)vsGemini 3.6 Pro (9)
DeepSeek V4 Pro: 1W (10%)Overall: Gemini 3.6 ProGemini 3.6 Pro: 9W (90%)
← DeepSeek V4 ProGemini 3.6 Pro →
🏆Gemini 3.6 Pro Leads(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V4 ProvsGemini 3.6 Pro
Preference Elo
1,536vs1,570+34
Coding Elo
1,544vs1,566+22
SWE-bench
71.6%vs74.6%+3%
LiveBench
70.1%vs71.8%+1.7%
GPQA Diamond
84%vs84.4%+0.4%
DeepSeek V4 Pro: 0WGemini 3.6 Pro: 5W
🏆Gemini 3.6 Pro Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V4 ProvsGemini 3.6 Pro
Output speed
70 tok/svs102 tok/s+32 tok/s
Time to first token
410 msvs205 ms+205 ms
DeepSeek V4 Pro: 0WGemini 3.6 Pro: 2W
🏆Gemini 3.6 Pro Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V4 ProvsGemini 3.6 Pro
Output price
$3.96/1Mvs$5/1M+$1.04/1M
Input price
$1.32/1Mvs$1.25/1M+$0.07/1M
Context window
1Mvs2M+951k
DeepSeek V4 Pro: 1WGemini 3.6 Pro: 2W

Side-by-Side Benchmark Matrix

DeepSeek V4 ProGemini 3.6 Pro
Preference EloGemini 3.6 Pro +34
DeepSeek V4 Pro1,536
Gemini 3.6 Pro1,570
Coding EloGemini 3.6 Pro +22
DeepSeek V4 Pro1,544
Gemini 3.6 Pro1,566
LiveBenchGemini 3.6 Pro +1.7%
DeepSeek V4 Pro70.1%
Gemini 3.6 Pro71.8%
SWE-benchGemini 3.6 Pro +3%
DeepSeek V4 Pro71.6%
Gemini 3.6 Pro74.6%
GPQA DiamondGemini 3.6 Pro +0.4%
DeepSeek V4 Pro84%
Gemini 3.6 Pro84.4%
Time to first tokenGemini 3.6 Pro +205 ms
DeepSeek V4 Pro410 ms
Gemini 3.6 Pro205 ms
Output speedGemini 3.6 Pro +32 tok/s
DeepSeek V4 Pro70 tok/s
Gemini 3.6 Pro102 tok/s
Input priceGemini 3.6 Pro +$0.07/1M
DeepSeek V4 Pro$1.32/1M
Gemini 3.6 Pro$1.25/1M
Output priceDeepSeek V4 Pro +$1.04/1M
DeepSeek V4 Pro$3.96/1M
Gemini 3.6 Pro$5/1M
Context windowGemini 3.6 Pro +951k
DeepSeek V4 Pro1M
Gemini 3.6 Pro2M
BenchmarkDeepSeek V4 ProGemini 3.6 ProAdvantage Delta
Preference Elo
1,536
lmarena · Aug 17, 2026
1,570
lmarena · Aug 16, 2026
+34
Coding Elo
1,544
lmarena · Aug 17, 2026
1,566
lmarena · Aug 16, 2026
+22
LiveBench
70.1%
livebench · Aug 17, 2026
71.8%
livebench · Aug 16, 2026
+1.7%
SWE-bench
71.6%
swebench · Aug 17, 2026
74.6%
swebench · Aug 16, 2026
+3%
GPQA Diamond
84%
seed-bootstrap · Aug 1, 2026
84.4%
seed-bootstrap · Aug 16, 2026
+0.4%
Time to first token
410 ms
seed-bootstrap · Aug 1, 2026
205 ms
seed-bootstrap · Aug 16, 2026
+205 ms
Output speed
70 tok/s
seed-bootstrap · Aug 1, 2026
102 tok/s
seed-bootstrap · Aug 16, 2026
+32 tok/s
Input price
$1.32/1M
openrouter · Aug 17, 2026
$1.25/1M
seed-bootstrap · Aug 16, 2026
+$0.07/1M
Output price
$3.96/1M
openrouter · Aug 17, 2026
$5/1M
seed-bootstrap · Aug 16, 2026
+$1.04/1M
Context window
1M
openrouter · Aug 17, 2026
2M
seed-bootstrap · Aug 16, 2026
+951k

Workload Cost & Savings Calculator

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

Save 11% 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
Gemini 3.6 Pro$118.75 / mo
In: $43.75Out: $75
Estimated Cost Delta

DeepSeek V4 Pro is estimated to save $13.15/month ($158/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Gemini 3.6 Pro:Pick Gemini 3.6 Pro when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek V4 Pro:Pick DeepSeek V4 Pro when you are optimizing output cost.
  • 3
    Gemini 3.6 Pro:Pick Gemini 3.6 Pro when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGemini 3.6 Pro

Higher SWE-bench (74.6%).

High-volume chatDeepSeek V4 Pro

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

Voice / low-latency UIGemini 3.6 Pro

Lower TTFT (205 ms).

Long-document RAGGemini 3.6 Pro

Larger window (2M).

Screenshots / visionGemini 3.6 Pro

Gemini 3.6 Pro is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGemini 3.6 ProHigher SWE-bench (74.6%).
High-volume chatDeepSeek V4 ProLower output list price ($3.96/1M).
Voice / low-latency UIGemini 3.6 ProLower TTFT (205 ms).
Long-document RAGGemini 3.6 ProLarger window (2M).
Screenshots / visionGemini 3.6 ProGemini 3.6 Pro is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 13, 2026

Gemini Flash vs Pro: when Flash is the whole product

3.7 Flash vs 3.6 Pro is the current Google volume-versus-upgrade pair.

compareJul 24, 2026

Claude vs Gemini: coding, Elo, and output price — not a brand mashup

Top Anthropic vs top Google. Usually Opus 5 vs 3.6 Pro. Two different invoices.

compareJul 16, 2026

Gemini vs GPT: long context versus the OpenAI flagship invoice

Hub remaps to top Google vs top OpenAI Elo. Usually 3.6 Pro vs Sol. Window vs price is the plot.

launchJul 15, 2026

Gemini 3.6 Pro: Google’s current Pro-class long-context row

2M context, Pro-class Elo and coding. Upgrade path from Flash is this page, not a vibe check.

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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
Google

Gemini 3.6 Pro

Elo 1,570
SWE-bench74.6%
Speed (tok/s)102 tok/s
Input / 1M Tokens$1.25/1M
Output / 1M Tokens$5/1M

Frequently Asked Questions

Which is better overall, DeepSeek V4 Pro or Gemini 3.6 Pro?
Gemini 3.6 Pro has the higher preference Elo in our latest snapshot (1,570). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek V4 Pro or Gemini 3.6 Pro?
Gemini 3.6 Pro leads SWE-bench at 74.6% vs 71.6%. 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 $5/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V4 Pro or Gemini 3.6 Pro?
Gemini 3.6 Pro has the lower time-to-first-token (205 ms vs 410 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Gemini 3.6 Pro accepts 2M 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 Gemini 3.6 Pro Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 13, 2026

    Gemini Flash vs Pro: when Flash is the whole product

  • compare · Jul 24, 2026

    Claude vs Gemini: coding, Elo, and output price — not a brand mashup

  • compare · Jul 16, 2026

    Gemini vs GPT: long context versus the OpenAI flagship invoice

  • launch · Jul 15, 2026

    Gemini 3.6 Pro: Google’s current Pro-class long-context row

Similar Head-to-Head Comparisons

All DeepSeek V4 Pro matchups →|All Gemini 3.6 Pro matchups →
DeepSeek V4 Pro vs DeepSeek R1 (previous deepseek)DeepSeek V4 Pro vs DeepSeek V4 Flash (next deepseek)Gemini 3.6 Pro vs Gemini 3 Pro (previous gemini-pro)Gemini 3.7 Flash vs DeepSeek V4 ProGemini 3 Pro vs DeepSeek V4 ProGemini 3.6 Flash vs DeepSeek V4 Pro