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Every score has a dated snapshot.

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  2. Comparisons
  3. DeepSeek V3 vs GPT-4o

Pairwise benchmark snapshot · Aug 1, 2026

DeepSeek V3 vs GPT-4o benchmark

In this head-to-head showdown, GPT-4o delivers higher overall intelligence and human-preferred responses (Elo 1,335 vs 1,310), while GPT-4o leads in SWE-bench software engineering benchmarks (54.8%), while DeepSeek V3 is more budget-friendly at $1.1/1M per 1M output tokens, while GPT-4o provides faster response streaming (110 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-4o 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.
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Verified Head-to-Head Advantage Breakdown

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

DeepSeek V3 (3)GPT-4o (5)
DeepSeek V3
3 of 8 Wins
✓LiveBench✓Input price✓Output price
GPT-4o
5 of 8 Wins
✓Preference Elo✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed
DeepSeek
Leads 3 of 8 metrics
DeepSeek V3

Prior DeepSeek flagship. Baseline for v3 vs v4.

Elo 1,310$1.1/1M out
OpenAI
Leads 5 of 8 metrics
GPT-4o

Previous OpenAI flagship. Still a common compare baseline on legacy pages.

Elo 1,335$10/1M out
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 LeaderGPT-4o Wins

GPT-4o

Δ 25 Arena Elo pts

Throughput LeaderGPT-4o Wins

GPT-4o

110 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 (3)vsGPT-4o (5)
DeepSeek V3: 3W (38%)Overall: GPT-4oGPT-4o: 5W (62%)
← DeepSeek V31 tiesGPT-4o →
🏆GPT-4o(3/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V3vsGPT-4o
Preference Elo
1,310vs1,335+25
Coding Elo
—vs—
SWE-bench
48.6%vs54.8%+6.2%
LiveBench
55.4%vs54.2%+1.2%
GPQA Diamond
59.1%vs73.2%+14.1%
DeepSeek V3: 1WGPT-4o: 3W
🏆GPT-4o(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V3vsGPT-4o
Output speed
66 tok/svs110 tok/s+44 tok/s
Time to first token
380 msvs180 ms+200 ms
DeepSeek V3: 0WGPT-4o: 2W
🏆DeepSeek V3(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V3vsGPT-4o
Output price
$1.1/1Mvs$10/1M+$8.9/1M
Input price
$0.27/1Mvs$2.5/1M+$2.23/1M
Context window
128kvs128k
DeepSeek V3: 2WGPT-4o: 0W

Side-by-Side Benchmark Matrix

Preference Elo+25
DeepSeek V31,310
seed-bootstrap · Aug 1, 2026
GPT-4o1,335
seed-bootstrap · Aug 1, 2026
LiveBench+1.2%
DeepSeek V355.4%
seed-bootstrap · Aug 1, 2026
GPT-4o54.2%
seed-bootstrap · Aug 1, 2026
SWE-bench+6.2%
DeepSeek V348.6%
seed-bootstrap · Aug 1, 2026
GPT-4o54.8%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+14.1%
DeepSeek V359.1%
seed-bootstrap · Aug 1, 2026
GPT-4o73.2%
seed-bootstrap · Aug 1, 2026
Time to first token+200 ms
DeepSeek V3380 ms
seed-bootstrap · Aug 1, 2026
GPT-4o180 ms
seed-bootstrap · Aug 1, 2026
Output speed+44 tok/s
DeepSeek V366 tok/s
seed-bootstrap · Aug 1, 2026
GPT-4o110 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$2.23/1M
DeepSeek V3$0.27/1M
seed-bootstrap · Aug 1, 2026
GPT-4o$2.5/1M
seed-bootstrap · Aug 1, 2026
Output price+$8.9/1M
DeepSeek V3$1.1/1M
seed-bootstrap · Aug 1, 2026
GPT-4o$10/1M
seed-bootstrap · Aug 1, 2026
Context window
DeepSeek V3128k
seed-bootstrap · Aug 1, 2026
GPT-4o128k
seed-bootstrap · Aug 1, 2026
BenchmarkDeepSeek V3GPT-4oAdvantage Delta
Preference Elo
1,310
seed-bootstrap · Aug 1, 2026
1,335
seed-bootstrap · Aug 1, 2026
+25
LiveBench
55.4%
seed-bootstrap · Aug 1, 2026
54.2%
seed-bootstrap · Aug 1, 2026
+1.2%
SWE-bench
48.6%
seed-bootstrap · Aug 1, 2026
54.8%
seed-bootstrap · Aug 1, 2026
+6.2%
GPQA Diamond
59.1%
seed-bootstrap · Aug 1, 2026
73.2%
seed-bootstrap · Aug 1, 2026
+14.1%
Time to first token
380 ms
seed-bootstrap · Aug 1, 2026
180 ms
seed-bootstrap · Aug 1, 2026
+200 ms
Output speed
66 tok/s
seed-bootstrap · Aug 1, 2026
110 tok/s
seed-bootstrap · Aug 1, 2026
+44 tok/s
Input price
$0.27/1M
seed-bootstrap · Aug 1, 2026
$2.5/1M
seed-bootstrap · Aug 1, 2026
+$2.23/1M
Output price
$1.1/1M
seed-bootstrap · Aug 1, 2026
$10/1M
seed-bootstrap · Aug 1, 2026
+$8.9/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
128k
seed-bootstrap · Aug 1, 2026
—
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 89% 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
GPT-4o$237.50 / mo
In: $87.5Out: $150
Estimated Cost Delta

DeepSeek V3 is estimated to save $211.55/month ($2,539/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-4o:Pick GPT-4o when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek V3:Pick DeepSeek V3 when you are optimizing output cost.
  • 3
    GPT-4o:Pick GPT-4o when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGPT-4o

Higher SWE-bench (54.8%).

High-volume chatDeepSeek V3

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

Voice / low-latency UIGPT-4o

Lower TTFT (180 ms).

Long-document RAGDeepSeek V3

Larger window (128k).

Screenshots / visionGPT-4o

GPT-4o is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-4oHigher SWE-bench (54.8%).
High-volume chatDeepSeek V3Lower output list price ($1.1/1M).
Voice / low-latency UIGPT-4oLower TTFT (180 ms).
Long-document RAGDeepSeek V3Larger window (128k).
Screenshots / visionGPT-4oGPT-4o is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
newsMay 13, 2024

GPT-4o stays as the 2024 compare anchor people still search

Deprecated for buying. Kept because “4o vs sonnet” is still a typed query.

Community Sentiment

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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
OpenAI

GPT-4o

Elo 1,335
SWE-bench54.8%
Speed (tok/s)110 tok/s
Input / 1M Tokens$2.5/1M
Output / 1M Tokens$10/1M

Frequently Asked Questions

Which is better overall, DeepSeek V3 or GPT-4o?
GPT-4o has the higher preference Elo in our latest snapshot (1,335). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek V3 or GPT-4o?
GPT-4o leads SWE-bench at 54.8% 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 $10/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V3 or GPT-4o?
GPT-4o has the lower time-to-first-token (180 ms vs 380 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
DeepSeek V3 accepts 128k 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 GPT-4o Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • news · May 13, 2024

    GPT-4o stays as the 2024 compare anchor people still search

Similar Head-to-Head Comparisons

All DeepSeek V3 matchups →|All GPT-4o matchups →
DeepSeek V3 vs DeepSeek Coder V2 (previous deepseek)DeepSeek V3 vs DeepSeek R1 (next deepseek)GPT-4o vs GPT-4 Turbo (previous gpt-flagship)GPT-4o vs OpenAI o1 (next gpt-flagship)GPT-5 vs GPT-4oDeepSeek V4 Pro vs GPT-4o