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Every score has a dated snapshot.

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  2. Comparisons
  3. DeepSeek V4 Pro vs Gemini 3 Flash

Pairwise benchmark snapshot · Aug 17, 2026

DeepSeek V4 Pro vs Gemini 3 Flash benchmark

In this head-to-head showdown, DeepSeek V4 Pro delivers higher overall intelligence and human-preferred responses (Elo 1,536 vs 1,495), while Gemini 3 Flash leads in SWE-bench software engineering benchmarks (75.8%), while Gemini 3 Flash is more budget-friendly at $3/1M 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: Choose DeepSeek V4 Pro if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Gemini 3 Flash 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 V4 Pro (4)Gemini 3 Flash (5)
DeepSeek V4 Pro
4 of 9 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓GPQA Diamond
Gemini 3 Flash
5 of 9 Wins
✓SWE-bench✓Time to first token✓Output speed✓Input price✓Output price
DeepSeek
Leads 4 of 9 metrics
DeepSeek V4 Pro

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

Elo 1,536$3.9600000000000004/1M out
Google
Leads 5 of 9 metrics
Gemini 3 Flash

Fast Google frontier-adjacent model. Near-top official SWE-bench at a fraction of Opus price.

Flash TurboElo 1,495$3/1M out

DeepSeek V4 Series Lineage & Sibling Variants

2 models

Currently comparing DeepSeek V4 Pro vs Gemini 3 Flash. 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 LeaderDeepSeek V4 Pro Wins

DeepSeek V4 Pro

Δ 41 Arena Elo pts

Throughput LeaderGemini 3 Flash Wins

Gemini 3 Flash

190 tok/s

Value per Dollar LeaderGemini 3 Flash Wins

Gemini 3 Flash

$3 / 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 (4)vsGemini 3 Flash (5)
DeepSeek V4 Pro: 4W (44%)Overall: Gemini 3 FlashGemini 3 Flash: 5W (56%)
← DeepSeek V4 Pro1 tiesGemini 3 Flash →
🏆DeepSeek V4 Pro(4/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V4 ProvsGemini 3 Flash
Preference Elo
1,536vs1,495+41
Coding Elo
1,544vs1,510+34
SWE-bench
71.6%vs75.8%+4.2%
LiveBench
70.1%vs66.8%+3.3%
GPQA Diamond
84%vs78.4%+5.6%
DeepSeek V4 Pro: 4WGemini 3 Flash: 1W
🏆Gemini 3 Flash(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V4 ProvsGemini 3 Flash
Output speed
70 tok/svs190 tok/s+120 tok/s
Time to first token
410 msvs95 ms+315 ms
DeepSeek V4 Pro: 0WGemini 3 Flash: 2W
🏆Gemini 3 Flash(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V4 ProvsGemini 3 Flash
Output price
$3.96/1Mvs$3/1M+$0.96/1M
Input price
$1.32/1Mvs$0.5/1M+$0.82/1M
Context window
1Mvs1M
DeepSeek V4 Pro: 0WGemini 3 Flash: 2W

Side-by-Side Benchmark Matrix

Preference Elo+41
DeepSeek V4 Pro1,536
lmarena · Aug 17, 2026
Gemini 3 Flash1,495
lmarena · Aug 17, 2026
Coding Elo+34
DeepSeek V4 Pro1,544
lmarena · Aug 17, 2026
Gemini 3 Flash1,510
lmarena · Aug 17, 2026
LiveBench+3.3%
DeepSeek V4 Pro70.1%
livebench · Aug 17, 2026
Gemini 3 Flash66.8%
livebench · Aug 17, 2026
SWE-bench+4.2%
DeepSeek V4 Pro71.6%
swebench · Aug 17, 2026
Gemini 3 Flash75.8%
swebench · Aug 17, 2026
GPQA Diamond+5.6%
DeepSeek V4 Pro84%
seed-bootstrap · Aug 1, 2026
Gemini 3 Flash78.4%
seed-bootstrap · Aug 1, 2026
Time to first token+315 ms
DeepSeek V4 Pro410 ms
seed-bootstrap · Aug 1, 2026
Gemini 3 Flash95 ms
seed-bootstrap · Aug 1, 2026
Output speed+120 tok/s
DeepSeek V4 Pro70 tok/s
seed-bootstrap · Aug 1, 2026
Gemini 3 Flash190 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.82/1M
DeepSeek V4 Pro$1.32/1M
openrouter · Aug 17, 2026
Gemini 3 Flash$0.5/1M
openrouter · Aug 17, 2026
Output price+$0.96/1M
DeepSeek V4 Pro$3.96/1M
openrouter · Aug 17, 2026
Gemini 3 Flash$3/1M
openrouter · Aug 17, 2026
Context window
DeepSeek V4 Pro1M
openrouter · Aug 17, 2026
Gemini 3 Flash1M
openrouter · Aug 17, 2026
BenchmarkDeepSeek V4 ProGemini 3 FlashAdvantage Delta
Preference Elo
1,536
lmarena · Aug 17, 2026
1,495
lmarena · Aug 17, 2026
+41
Coding Elo
1,544
lmarena · Aug 17, 2026
1,510
lmarena · Aug 17, 2026
+34
LiveBench
70.1%
livebench · Aug 17, 2026
66.8%
livebench · Aug 17, 2026
+3.3%
SWE-bench
71.6%
swebench · Aug 17, 2026
75.8%
swebench · Aug 17, 2026
+4.2%
GPQA Diamond
84%
seed-bootstrap · Aug 1, 2026
78.4%
seed-bootstrap · Aug 1, 2026
+5.6%
Time to first token
410 ms
seed-bootstrap · Aug 1, 2026
95 ms
seed-bootstrap · Aug 1, 2026
+315 ms
Output speed
70 tok/s
seed-bootstrap · Aug 1, 2026
190 tok/s
seed-bootstrap · Aug 1, 2026
+120 tok/s
Input price
$1.32/1M
openrouter · Aug 17, 2026
$0.5/1M
openrouter · Aug 17, 2026
+$0.82/1M
Output price
$3.96/1M
openrouter · Aug 17, 2026
$3/1M
openrouter · Aug 17, 2026
+$0.96/1M
Context window
1M
openrouter · Aug 17, 2026
1M
openrouter · Aug 17, 2026
—
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 41% with Gemini 3 Flash
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 Flash$62.50 / mo
In: $17.5Out: $45
Estimated Cost Delta

Gemini 3 Flash is estimated to save $43.10/month ($517/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Gemini 3 Flash:Pick Gemini 3 Flash when repo-level coding accuracy is the constraint.
  • 2
    Gemini 3 Flash:Pick Gemini 3 Flash when time-to-first-token matters more than peak Elo.
  • 3
    DeepSeek V4 Pro:Pick DeepSeek V4 Pro for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsGemini 3 Flash

Higher SWE-bench (75.8%).

High-volume chatGemini 3 Flash

Lower output list price ($3/1M).

Voice / low-latency UIGemini 3 Flash

Lower TTFT (95 ms).

Long-document RAGDeepSeek V4 Pro

Larger window (1M).

Screenshots / visionGemini 3 Flash

Gemini 3 Flash is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGemini 3 FlashHigher SWE-bench (75.8%).
High-volume chatGemini 3 FlashLower output list price ($3/1M).
Voice / low-latency UIGemini 3 FlashLower TTFT (95 ms).
Long-document RAGDeepSeek V4 ProLarger window (1M).
Screenshots / visionGemini 3 FlashGemini 3 Flash is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
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.

launchMar 16, 2026

Gemini 3 Flash: near-top official SWE-bench at a fraction of Opus

March 2026 speed SKU. Still a useful cheap-coding compare even after 3.6/3.7 Flash.

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
Google

Gemini 3 Flash

Elo 1,495
SWE-bench75.8%
Speed (tok/s)190 tok/s
Input / 1M Tokens$0.5/1M
Output / 1M Tokens$3/1M

Frequently Asked Questions

Which is better overall, DeepSeek V4 Pro or Gemini 3 Flash?
DeepSeek V4 Pro has the higher preference Elo in our latest snapshot (1,536). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek V4 Pro or Gemini 3 Flash?
Gemini 3 Flash leads SWE-bench at 75.8% vs 71.6%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Gemini 3 Flash output tokens are $3/1M versus $3.96/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V4 Pro or Gemini 3 Flash?
Gemini 3 Flash has the lower time-to-first-token (95 ms vs 410 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
DeepSeek V4 Pro accepts 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 Gemini 3 Flash Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • 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 · Mar 16, 2026

    Gemini 3 Flash: near-top official SWE-bench at a fraction of Opus

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

All DeepSeek V4 Pro matchups →|All Gemini 3 Flash matchups →
DeepSeek V4 Pro vs DeepSeek R1 (previous deepseek)DeepSeek V4 Pro vs DeepSeek V4 Flash (next deepseek)Gemini 3 Flash vs Gemini 2.5 Flash (previous gemini-flash)Gemini 3 Flash vs Gemini 3.6 Flash (next gemini-flash)Gemini 3.7 Flash vs DeepSeek V4 ProGemini 3 Pro vs DeepSeek V4 Pro