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Every score has a dated snapshot.

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  2. Comparisons
  3. DeepSeek R1 vs OpenAI o1

Pairwise benchmark snapshot · Aug 1, 2026

DeepSeek R1 vs OpenAI o1 benchmark

In this head-to-head showdown, OpenAI o1 delivers higher overall intelligence and human-preferred responses (Elo 1,512 vs 1,358), while DeepSeek R1 leads in SWE-bench software engineering benchmarks (65.2%), while DeepSeek R1 is more budget-friendly at $2.19/1M 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 OpenAI o1 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose DeepSeek R1 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 R1 (5)OpenAI o1 (3)
DeepSeek R1
5 of 8 Wins
✓SWE-bench✓GPQA Diamond✓Output speed✓Input price✓Output price
OpenAI o1
3 of 8 Wins
✓Preference Elo✓LiveBench✓Context window
DeepSeek
Leads 5 of 8 metrics
DeepSeek R1

Open-weights reasoning model trained with large-scale RL.

Elo 1,358$2.19/1M out
OpenAI
Leads 3 of 8 metrics
OpenAI o1

OpenAI pioneer reasoning foundation model designed for complex science, math, and multi-step reasoning.

Elo 1,512$60/1M out

DeepSeek R1 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
420 ms
Standard speed
Reasoning Depth
~2,800
Internal tokens
Cost / 1k Calls
$7.06
7.6× standard bill
Accuracy Boost
+6.5% accuracy
STEM & SWE-bench

OpenAI o1 Thinking Depth & Cost Scaler

Model B

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Standard)

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
420 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$115.50
4.5× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for DeepSeek R1
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderOpenAI o1 Wins

OpenAI o1

Δ 154 Arena Elo pts

Throughput LeaderDeepSeek R1 Wins

DeepSeek R1

62 tok/s

Value per Dollar LeaderDeepSeek R1 Wins

DeepSeek R1

$2.19 / 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 R1 (5)vsOpenAI o1 (4)
DeepSeek R1: 5W (56%)Overall: DeepSeek R1OpenAI o1: 4W (44%)
← DeepSeek R11 tiesOpenAI o1 →
🏆OpenAI o1(3/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek R1vsOpenAI o1
Preference Elo
1,358vs1,512+154
Coding Elo
—vs1,485
SWE-bench
65.2%vs48.9%+16.3%
LiveBench
59%vs65.4%+6.4%
GPQA Diamond
79.8%vs78%+1.8%
DeepSeek R1: 2WOpenAI o1: 3W
🏆DeepSeek R1(1/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek R1vsOpenAI o1
Output speed
62 tok/svs45 tok/s+17 tok/s
Time to first token
420 msvs420 ms
DeepSeek R1: 1WOpenAI o1: 0W
🏆DeepSeek R1(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek R1vsOpenAI o1
Output price
$2.19/1Mvs$60/1M+$57.81/1M
Input price
$0.55/1Mvs$15/1M+$14.45/1M
Context window
128kvs200k+72k
DeepSeek R1: 2WOpenAI o1: 1W

Side-by-Side Benchmark Matrix

Preference Elo+154
DeepSeek R11,358
seed-bootstrap · Aug 1, 2026
OpenAI o11,512
seed-bootstrap · Aug 1, 2026
Coding Elo
DeepSeek R1—
OpenAI o11,485
seed-bootstrap · Aug 1, 2026
LiveBench+6.4%
DeepSeek R159%
seed-bootstrap · Aug 1, 2026
OpenAI o165.4%
seed-bootstrap · Aug 1, 2026
SWE-bench+16.3%
DeepSeek R165.2%
seed-bootstrap · Aug 1, 2026
OpenAI o148.9%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+1.8%
DeepSeek R179.8%
seed-bootstrap · Aug 1, 2026
OpenAI o178%
seed-bootstrap · Aug 1, 2026
Time to first token
DeepSeek R1420 ms
seed-bootstrap · Aug 1, 2026
OpenAI o1420 ms
seed-bootstrap · Aug 1, 2026
Output speed+17 tok/s
DeepSeek R162 tok/s
seed-bootstrap · Aug 1, 2026
OpenAI o145 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$14.45/1M
DeepSeek R1$0.55/1M
seed-bootstrap · Aug 1, 2026
OpenAI o1$15/1M
seed-bootstrap · Aug 1, 2026
Output price+$57.81/1M
DeepSeek R1$2.19/1M
seed-bootstrap · Aug 1, 2026
OpenAI o1$60/1M
seed-bootstrap · Aug 1, 2026
Context window+72k
DeepSeek R1128k
seed-bootstrap · Aug 1, 2026
OpenAI o1200k
seed-bootstrap · Aug 1, 2026
BenchmarkDeepSeek R1OpenAI o1Advantage Delta
Preference Elo
1,358
seed-bootstrap · Aug 1, 2026
1,512
seed-bootstrap · Aug 1, 2026
+154
Coding Elo—
1,485
seed-bootstrap · Aug 1, 2026
—
LiveBench
59%
seed-bootstrap · Aug 1, 2026
65.4%
seed-bootstrap · Aug 1, 2026
+6.4%
SWE-bench
65.2%
seed-bootstrap · Aug 1, 2026
48.9%
seed-bootstrap · Aug 1, 2026
+16.3%
GPQA Diamond
79.8%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
+1.8%
Time to first token
420 ms
seed-bootstrap · Aug 1, 2026
420 ms
seed-bootstrap · Aug 1, 2026
—
Output speed
62 tok/s
seed-bootstrap · Aug 1, 2026
45 tok/s
seed-bootstrap · Aug 1, 2026
+17 tok/s
Input price
$0.55/1M
seed-bootstrap · Aug 1, 2026
$15/1M
seed-bootstrap · Aug 1, 2026
+$14.45/1M
Output price
$2.19/1M
seed-bootstrap · Aug 1, 2026
$60/1M
seed-bootstrap · Aug 1, 2026
+$57.81/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
200k
seed-bootstrap · Aug 1, 2026
+72k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 96% with DeepSeek R1
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
DeepSeek R1$52.10 / mo
In: $19.25Out: $32.85
OpenAI o1$1,425.00 / mo
In: $525Out: $900
Estimated Cost Delta

DeepSeek R1 is estimated to save $1,372.90/month ($16,475/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    DeepSeek R1:Pick DeepSeek R1 when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek R1:Pick DeepSeek R1 when time-to-first-token matters more than peak Elo.
  • 3
    OpenAI o1:Pick OpenAI o1 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsDeepSeek R1

Higher SWE-bench (65.2%).

High-volume chatDeepSeek R1

Lower output list price ($2.19/1M).

Voice / low-latency UIDeepSeek R1

Lower TTFT (420 ms).

Long-document RAGOpenAI o1

Larger window (200k).

Screenshots / visionOpenAI o1

OpenAI o1 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek R1Higher SWE-bench (65.2%).
High-volume chatDeepSeek R1Lower output list price ($2.19/1M).
Voice / low-latency UIDeepSeek R1Lower TTFT (420 ms).
Long-document RAGOpenAI o1Larger window (200k).
Screenshots / visionOpenAI o1OpenAI o1 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
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 R1

Elo 1,358
SWE-bench65.2%
Speed (tok/s)62 tok/s
Input / 1M Tokens$0.55/1M
Output / 1M Tokens$2.19/1M
OpenAI

OpenAI o1

Elo 1,512
SWE-bench48.9%
Speed (tok/s)45 tok/s
Input / 1M Tokens$15/1M
Output / 1M Tokens$60/1M

Frequently Asked Questions

Which is better overall, DeepSeek R1 or OpenAI o1?
OpenAI o1 has the higher preference Elo in our latest snapshot (1,512). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek R1 or OpenAI o1?
DeepSeek R1 leads SWE-bench at 65.2% vs 48.9%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek R1 output tokens are $2.19/1M versus $60/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek R1 or OpenAI o1?
DeepSeek R1 has the lower time-to-first-token (420 ms vs 420 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
OpenAI o1 accepts 200k tokens versus 128k.
Can I self-host either model?
DeepSeek R1 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 R1 and OpenAI o1 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

All DeepSeek R1 matchups →|All OpenAI o1 matchups →
DeepSeek R1 vs DeepSeek V3 (previous deepseek)DeepSeek R1 vs DeepSeek V4 Pro (next deepseek)OpenAI o1 vs GPT-4o (previous gpt-flagship)OpenAI o1 vs GPT-4.5 Orion (next gpt-flagship)DeepSeek V4 Flash vs OpenAI o1GPT-5 vs OpenAI o1