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Every score has a dated snapshot.

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  3. DeepSeek: DeepSeek V3 0324 vs DeepSeek V4 Pro

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

DeepSeek: DeepSeek V3 0324 vs DeepSeek V4 Pro benchmark

In this head-to-head showdown, DeepSeek: DeepSeek V3 0324 is more budget-friendly at $1.12/1M 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: Both DeepSeek: DeepSeek V3 0324 and DeepSeek V4 Pro present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
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Verified Head-to-Head Advantage Breakdown

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

DeepSeek: DeepSeek V3 0324 (2)DeepSeek V4 Pro (1)
DeepSeek: DeepSeek V3 0324
2 of 3 Wins
✓Input price✓Output price
DeepSeek V4 Pro
1 of 3 Wins
✓Context window
DeepSeek
Leads 2 of 3 metrics
DeepSeek: DeepSeek V3 0324

Auto-discovered from OpenRouter (deepseek/deepseek-chat-v3-0324). Preview until a second source matches.

$1.12/1M out
DeepSeek
Leads 1 of 3 metrics
DeepSeek V4 Pro

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

Elo 1,536$3.9600000000000004/1M out

DeepSeek V4 Pro Thinking Depth & Cost Scaler

Model B

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: DeepSeek V3 0324
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderDeepSeek: DeepSeek V3 0324 Wins

DeepSeek: DeepSeek V3 0324

$1.12 / 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: DeepSeek V3 0324 (2)vsDeepSeek V4 Pro (8)
DeepSeek: DeepSeek V3 0324: 2W (20%)Overall: DeepSeek V4 ProDeepSeek V4 Pro: 8W (80%)
← DeepSeek: DeepSeek V3 0324DeepSeek V4 Pro →
🏆DeepSeek V4 Pro(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek: DeepSeek V3 0324vsDeepSeek V4 Pro
Preference Elo
—vs1,536
Coding Elo
—vs1,544
SWE-bench
—vs71.6%
LiveBench
—vs70.1%
GPQA Diamond
—vs84%
DeepSeek: DeepSeek V3 0324: 0WDeepSeek V4 Pro: 5W
🏆DeepSeek V4 Pro(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek: DeepSeek V3 0324vsDeepSeek V4 Pro
Output speed
—vs70 tok/s
Time to first token
—vs410 ms
DeepSeek: DeepSeek V3 0324: 0WDeepSeek V4 Pro: 2W
🏆DeepSeek: DeepSeek V3 0324(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek: DeepSeek V3 0324vsDeepSeek V4 Pro
Output price
$1.12/1Mvs$3.96/1M+$2.84/1M
Input price
$0.27/1Mvs$1.32/1M+$1.05/1M
Context window
164kvs1M+885k
DeepSeek: DeepSeek V3 0324: 2WDeepSeek V4 Pro: 1W

Side-by-Side Benchmark Matrix

Preference Elo
DeepSeek: DeepSeek V3 0324—
DeepSeek V4 Pro1,536
lmarena · Aug 17, 2026
Coding Elo
DeepSeek: DeepSeek V3 0324—
DeepSeek V4 Pro1,544
lmarena · Aug 17, 2026
LiveBench
DeepSeek: DeepSeek V3 0324—
DeepSeek V4 Pro70.1%
livebench · Aug 17, 2026
SWE-bench
DeepSeek: DeepSeek V3 0324—
DeepSeek V4 Pro71.6%
swebench · Aug 17, 2026
GPQA Diamond
DeepSeek: DeepSeek V3 0324—
DeepSeek V4 Pro84%
seed-bootstrap · Aug 1, 2026
Time to first token
DeepSeek: DeepSeek V3 0324—
DeepSeek V4 Pro410 ms
seed-bootstrap · Aug 1, 2026
Output speed
DeepSeek: DeepSeek V3 0324—
DeepSeek V4 Pro70 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$1.05/1M
DeepSeek: DeepSeek V3 0324$0.27/1M
openrouter · Aug 17, 2026
DeepSeek V4 Pro$1.32/1M
openrouter · Aug 17, 2026
Output price+$2.84/1M
DeepSeek: DeepSeek V3 0324$1.12/1M
openrouter · Aug 17, 2026
DeepSeek V4 Pro$3.96/1M
openrouter · Aug 17, 2026
Context window+885k
DeepSeek: DeepSeek V3 0324164k
openrouter · Aug 17, 2026
DeepSeek V4 Pro1M
openrouter · Aug 17, 2026
BenchmarkDeepSeek: DeepSeek V3 0324DeepSeek V4 ProAdvantage Delta
Preference Elo—
1,536
lmarena · Aug 17, 2026
—
Coding Elo—
1,544
lmarena · Aug 17, 2026
—
LiveBench—
70.1%
livebench · Aug 17, 2026
—
SWE-bench—
71.6%
swebench · Aug 17, 2026
—
GPQA Diamond—
84%
seed-bootstrap · Aug 1, 2026
—
Time to first token—
410 ms
seed-bootstrap · Aug 1, 2026
—
Output speed—
70 tok/s
seed-bootstrap · Aug 1, 2026
—
Input price
$0.27/1M
openrouter · Aug 17, 2026
$1.32/1M
openrouter · Aug 17, 2026
+$1.05/1M
Output price
$1.12/1M
openrouter · Aug 17, 2026
$3.96/1M
openrouter · Aug 17, 2026
+$2.84/1M
Context window
164k
openrouter · Aug 17, 2026
1M
openrouter · Aug 17, 2026
+885k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 75% with DeepSeek: DeepSeek V3 0324
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
DeepSeek: DeepSeek V3 0324$26.25 / mo
In: $9.45Out: $16.8
DeepSeek V4 Pro$105.60 / mo
In: $46.2Out: $59.4
Estimated Cost Delta

DeepSeek: DeepSeek V3 0324 is estimated to save $79.35/month ($952/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    DeepSeek: DeepSeek V3 0324:Pick DeepSeek: DeepSeek V3 0324 when you are optimizing output cost.
  • 2
    DeepSeek V4 Pro:Pick DeepSeek V4 Pro for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatDeepSeek: DeepSeek V3 0324

Lower output list price ($1.12/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGDeepSeek V4 Pro

Larger window (1M).

Screenshots / visionDeepSeek V4 Pro

DeepSeek V4 Pro is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatDeepSeek: DeepSeek V3 0324Lower output list price ($1.12/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGDeepSeek V4 ProLarger window (1M).
Screenshots / visionDeepSeek V4 ProDeepSeek V4 Pro 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.

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: DeepSeek V3 0324

Elo n/a
SWE-bench—
Speed (tok/s)164k
Input / 1M Tokens$0.27/1M
Output / 1M Tokens$1.12/1M
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

Frequently Asked Questions

Which is better overall, DeepSeek: DeepSeek V3 0324 or DeepSeek V4 Pro?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, DeepSeek: DeepSeek V3 0324 or DeepSeek V4 Pro?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
DeepSeek: DeepSeek V3 0324 output tokens are $1.12/1M versus $3.96/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek: DeepSeek V3 0324 or DeepSeek V4 Pro?
We do not have TTFT for both models.
Which has the larger context window?
DeepSeek V4 Pro accepts 1M tokens versus 164k.
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: DeepSeek V3 0324 and DeepSeek V4 Pro 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 · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

All DeepSeek: DeepSeek V3 0324 matchups →|All DeepSeek V4 Pro matchups →
DeepSeek V4 Pro vs DeepSeek R1 (previous deepseek)DeepSeek V4 Pro vs DeepSeek V4 Flash (next deepseek)DeepSeek V3 vs DeepSeek V4 ProDeepSeek Coder V2 vs DeepSeek V4 ProClaude Opus 4.5 vs DeepSeek V4 ProClaude Opus 4.6 vs DeepSeek V4 Pro