CompareLLM.ai
Live
Leaderboard
Models
Compare
Best of & Stacks
Research & News
…
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. DeepSeek V3 vs Gemini 3.6 Pro

Pairwise benchmark snapshot · Aug 16, 2026

DeepSeek V3 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 1,310), while Gemini 3.6 Pro leads in SWE-bench software engineering benchmarks (74.6%), while DeepSeek V3 is more budget-friendly at $1.1/1M 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 V3 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

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

DeepSeek V3 (2)Gemini 3.6 Pro (7)
DeepSeek V3
2 of 9 Wins
✓Input price✓Output price
Gemini 3.6 Pro
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$1.1/1M out
Google
Leads 7 of 9 metrics
Gemini 3.6 Pro

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

Elo 1,570$5/1M out

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.

Thinking Delay
205 ms
Standard speed
Reasoning Depth
~2,400
Internal tokens
Cost / 1k Calls
$14.13
6.6× standard bill
Accuracy Boost
+4.8% accuracy
STEM & SWE-bench
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 LeaderGemini 3.6 Pro Wins

Gemini 3.6 Pro

Δ 260 Arena Elo pts

Throughput LeaderGemini 3.6 Pro Wins

Gemini 3.6 Pro

102 tok/s

Value per Dollar LeaderDeepSeek V3 Wins

DeepSeek V3

$1.1 / 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 V3 (2)vsGemini 3.6 Pro (8)
DeepSeek V3: 2W (20%)Overall: Gemini 3.6 ProGemini 3.6 Pro: 8W (80%)
← DeepSeek V3Gemini 3.6 Pro →
🏆Gemini 3.6 Pro(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V3vsGemini 3.6 Pro
Preference Elo
1,310vs1,570+260
Coding Elo
—vs1,566
SWE-bench
48.6%vs74.6%+26%
LiveBench
55.4%vs71.8%+16.4%
GPQA Diamond
59.1%vs84.4%+25.3%
DeepSeek V3: 0WGemini 3.6 Pro: 5W
🏆Gemini 3.6 Pro(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V3vsGemini 3.6 Pro
Output speed
66 tok/svs102 tok/s+36 tok/s
Time to first token
380 msvs205 ms+175 ms
DeepSeek V3: 0WGemini 3.6 Pro: 2W
🏆DeepSeek V3(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V3vsGemini 3.6 Pro
Output price
$1.1/1Mvs$5/1M+$3.9/1M
Input price
$0.27/1Mvs$1.25/1M+$0.98/1M
Context window
128kvs2M+1.9M
DeepSeek V3: 2WGemini 3.6 Pro: 1W

Side-by-Side Benchmark Matrix

Preference Elo+260
DeepSeek V31,310
seed-bootstrap · Aug 1, 2026
Gemini 3.6 Pro1,570
seed-bootstrap · Aug 16, 2026
Coding Elo
DeepSeek V3—
Gemini 3.6 Pro1,566
seed-bootstrap · Aug 16, 2026
LiveBench+16.4%
DeepSeek V355.4%
seed-bootstrap · Aug 1, 2026
Gemini 3.6 Pro71.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+26%
DeepSeek V348.6%
seed-bootstrap · Aug 1, 2026
Gemini 3.6 Pro74.6%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+25.3%
DeepSeek V359.1%
seed-bootstrap · Aug 1, 2026
Gemini 3.6 Pro84.4%
seed-bootstrap · Aug 16, 2026
Time to first token+175 ms
DeepSeek V3380 ms
seed-bootstrap · Aug 1, 2026
Gemini 3.6 Pro205 ms
seed-bootstrap · Aug 16, 2026
Output speed+36 tok/s
DeepSeek V366 tok/s
seed-bootstrap · Aug 1, 2026
Gemini 3.6 Pro102 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.98/1M
DeepSeek V3$0.27/1M
seed-bootstrap · Aug 1, 2026
Gemini 3.6 Pro$1.25/1M
seed-bootstrap · Aug 16, 2026
Output price+$3.9/1M
DeepSeek V3$1.1/1M
seed-bootstrap · Aug 1, 2026
Gemini 3.6 Pro$5/1M
seed-bootstrap · Aug 16, 2026
Context window+1.9M
DeepSeek V3128k
seed-bootstrap · Aug 1, 2026
Gemini 3.6 Pro2M
seed-bootstrap · Aug 16, 2026
BenchmarkDeepSeek V3Gemini 3.6 ProAdvantage Delta
Preference Elo
1,310
seed-bootstrap · Aug 1, 2026
1,570
seed-bootstrap · Aug 16, 2026
+260
Coding Elo—
1,566
seed-bootstrap · Aug 16, 2026
—
LiveBench
55.4%
seed-bootstrap · Aug 1, 2026
71.8%
seed-bootstrap · Aug 16, 2026
+16.4%
SWE-bench
48.6%
seed-bootstrap · Aug 1, 2026
74.6%
seed-bootstrap · Aug 16, 2026
+26%
GPQA Diamond
59.1%
seed-bootstrap · Aug 1, 2026
84.4%
seed-bootstrap · Aug 16, 2026
+25.3%
Time to first token
380 ms
seed-bootstrap · Aug 1, 2026
205 ms
seed-bootstrap · Aug 16, 2026
+175 ms
Output speed
66 tok/s
seed-bootstrap · Aug 1, 2026
102 tok/s
seed-bootstrap · Aug 16, 2026
+36 tok/s
Input price
$0.27/1M
seed-bootstrap · Aug 1, 2026
$1.25/1M
seed-bootstrap · Aug 16, 2026
+$0.98/1M
Output price
$1.1/1M
seed-bootstrap · Aug 1, 2026
$5/1M
seed-bootstrap · Aug 16, 2026
+$3.9/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
2M
seed-bootstrap · Aug 16, 2026
+1.9M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 78% 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$25.95 / mo
In: $9.45Out: $16.5
Gemini 3.6 Pro$118.75 / mo
In: $43.75Out: $75
Estimated Cost Delta

DeepSeek V3 is estimated to save $92.80/month ($1,114/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 V3:Pick DeepSeek V3 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 V3

Lower output list price ($1.1/1M).

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 V3Lower output list price ($1.1/1M).
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.

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/deepseek-v3-vs-gemini-3-6-pro/opengraph-image

Save PNG

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$0.27/1M
Output / 1M Tokens$1.1/1M
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 V3 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 V3 or Gemini 3.6 Pro?
Gemini 3.6 Pro leads SWE-bench at 74.6% vs 48.6%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek V3 output tokens are $1.1/1M versus $5/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V3 or Gemini 3.6 Pro?
Gemini 3.6 Pro has the lower time-to-first-token (205 ms vs 380 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 128k.
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 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 V3 matchups →|All Gemini 3.6 Pro matchups →
DeepSeek V3 vs DeepSeek Coder V2 (previous deepseek)DeepSeek V3 vs DeepSeek R1 (next deepseek)Gemini 3.6 Pro vs Gemini 3 Pro (previous gemini-pro)Gemini 3 Flash vs Gemini 3.6 ProDeepSeek V4 Pro vs Gemini 3.6 ProGemini 2.0 Flash Thinking vs Gemini 3.6 Pro