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Every score has a dated snapshot.

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  3. DeepSeek R1 vs Grok 4.6

Pairwise benchmark snapshot · Aug 16, 2026

DeepSeek R1 vs Grok 4.6 benchmark

In this head-to-head showdown, Grok 4.6 delivers higher overall intelligence and human-preferred responses (Elo 1,592 vs 1,358), while Grok 4.6 leads in SWE-bench software engineering benchmarks (69.1%), while DeepSeek R1 is more budget-friendly at $2.19/1M per 1M output tokens, while Grok 4.6 provides faster response streaming (118 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Grok 4.6 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

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

DeepSeek R1 (2)Grok 4.6 (7)
DeepSeek R1
2 of 9 Wins
✓Input price✓Output price
Grok 4.6
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 R1

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

Elo 1,358$2.19/1M out
xAI
Leads 7 of 9 metrics
Grok 4.6

xAI Aug 12 2026 post-training refresh of Grok 4.5. Same $2/$6 API price, 500k context, stronger agentic traces.

Elo 1,592$6/1M 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
Top Rival Showdowns for DeepSeek R1
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4vs Qwen 3 Max
Preference LeaderGrok 4.6 Wins

Grok 4.6

Δ 234 Arena Elo pts

Throughput LeaderGrok 4.6 Wins

Grok 4.6

118 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 (2)vsGrok 4.6 (8)
DeepSeek R1: 2W (20%)Overall: Grok 4.6Grok 4.6: 8W (80%)
← DeepSeek R1Grok 4.6 →
🏆Grok 4.6(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek R1vsGrok 4.6
Preference Elo
1,358vs1,592+234
Coding Elo
—vs1,568
SWE-bench
65.2%vs69.1%+3.9%
LiveBench
59%vs71.4%+12.4%
GPQA Diamond
79.8%vs84.6%+4.8%
DeepSeek R1: 0WGrok 4.6: 5W
🏆Grok 4.6(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek R1vsGrok 4.6
Output speed
62 tok/svs118 tok/s+56 tok/s
Time to first token
420 msvs195 ms+225 ms
DeepSeek R1: 0WGrok 4.6: 2W
🏆DeepSeek R1(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek R1vsGrok 4.6
Output price
$2.19/1Mvs$6/1M+$3.81/1M
Input price
$0.55/1Mvs$2/1M+$1.45/1M
Context window
128kvs500k+372k
DeepSeek R1: 2WGrok 4.6: 1W

Side-by-Side Benchmark Matrix

Preference Elo+234
DeepSeek R11,358
seed-bootstrap · Aug 1, 2026
Grok 4.61,592
seed-bootstrap · Aug 16, 2026
Coding Elo
DeepSeek R1—
Grok 4.61,568
seed-bootstrap · Aug 16, 2026
LiveBench+12.4%
DeepSeek R159%
seed-bootstrap · Aug 1, 2026
Grok 4.671.4%
seed-bootstrap · Aug 16, 2026
SWE-bench+3.9%
DeepSeek R165.2%
seed-bootstrap · Aug 1, 2026
Grok 4.669.1%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+4.8%
DeepSeek R179.8%
seed-bootstrap · Aug 1, 2026
Grok 4.684.6%
seed-bootstrap · Aug 16, 2026
Time to first token+225 ms
DeepSeek R1420 ms
seed-bootstrap · Aug 1, 2026
Grok 4.6195 ms
seed-bootstrap · Aug 16, 2026
Output speed+56 tok/s
DeepSeek R162 tok/s
seed-bootstrap · Aug 1, 2026
Grok 4.6118 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$1.45/1M
DeepSeek R1$0.55/1M
seed-bootstrap · Aug 1, 2026
Grok 4.6$2/1M
seed-bootstrap · Aug 16, 2026
Output price+$3.81/1M
DeepSeek R1$2.19/1M
seed-bootstrap · Aug 1, 2026
Grok 4.6$6/1M
seed-bootstrap · Aug 16, 2026
Context window+372k
DeepSeek R1128k
seed-bootstrap · Aug 1, 2026
Grok 4.6500k
seed-bootstrap · Aug 16, 2026
BenchmarkDeepSeek R1Grok 4.6Advantage Delta
Preference Elo
1,358
seed-bootstrap · Aug 1, 2026
1,592
seed-bootstrap · Aug 16, 2026
+234
Coding Elo—
1,568
seed-bootstrap · Aug 16, 2026
—
LiveBench
59%
seed-bootstrap · Aug 1, 2026
71.4%
seed-bootstrap · Aug 16, 2026
+12.4%
SWE-bench
65.2%
seed-bootstrap · Aug 1, 2026
69.1%
seed-bootstrap · Aug 16, 2026
+3.9%
GPQA Diamond
79.8%
seed-bootstrap · Aug 1, 2026
84.6%
seed-bootstrap · Aug 16, 2026
+4.8%
Time to first token
420 ms
seed-bootstrap · Aug 1, 2026
195 ms
seed-bootstrap · Aug 16, 2026
+225 ms
Output speed
62 tok/s
seed-bootstrap · Aug 1, 2026
118 tok/s
seed-bootstrap · Aug 16, 2026
+56 tok/s
Input price
$0.55/1M
seed-bootstrap · Aug 1, 2026
$2/1M
seed-bootstrap · Aug 16, 2026
+$1.45/1M
Output price
$2.19/1M
seed-bootstrap · Aug 1, 2026
$6/1M
seed-bootstrap · Aug 16, 2026
+$3.81/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
500k
seed-bootstrap · Aug 16, 2026
+372k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 67% 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
Grok 4.6$160.00 / mo
In: $70Out: $90
Estimated Cost Delta

DeepSeek R1 is estimated to save $107.90/month ($1,295/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Grok 4.6:Pick Grok 4.6 when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek R1:Pick DeepSeek R1 when you are optimizing output cost.
  • 3
    Grok 4.6:Pick Grok 4.6 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGrok 4.6

Higher SWE-bench (69.1%).

High-volume chatDeepSeek R1

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

Voice / low-latency UIGrok 4.6

Lower TTFT (195 ms).

Long-document RAGGrok 4.6

Larger window (500k).

Screenshots / visionGrok 4.6

Grok 4.6 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGrok 4.6Higher SWE-bench (69.1%).
High-volume chatDeepSeek R1Lower output list price ($2.19/1M).
Voice / low-latency UIGrok 4.6Lower TTFT (195 ms).
Long-document RAGGrok 4.6Larger window (500k).
Screenshots / visionGrok 4.6Grok 4.6 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 12, 2026

Grok vs ChatGPT: price and Elo, not a personality contest

Brand hub remaps to top xAI vs top OpenAI. After Aug 12 that is Grok 4.6 vs Sol.

launchAug 12, 2026

Grok 4.6 (Aug 12): post-training refresh, same $2/$6 list

xAI’s Aug 12 2026 refresh of Grok 4.5. 500k context. The Grok vs ChatGPT hub remaps here.

launchJul 10, 2025

Grok 4 remains the previous xAI flagship on this catalog

2025-07 row. 4.6 is the buy. We keep 4 so upgrade pairs and old inbound links resolve.

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
xAI

Grok 4.6

Elo 1,592
SWE-bench69.1%
Speed (tok/s)118 tok/s
Input / 1M Tokens$2/1M
Output / 1M Tokens$6/1M

Frequently Asked Questions

Which is better overall, DeepSeek R1 or Grok 4.6?
Grok 4.6 has the higher preference Elo in our latest snapshot (1,592). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek R1 or Grok 4.6?
Grok 4.6 leads SWE-bench at 69.1% vs 65.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek R1 output tokens are $2.19/1M versus $6/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek R1 or Grok 4.6?
Grok 4.6 has the lower time-to-first-token (195 ms vs 420 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Grok 4.6 accepts 500k 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 Grok 4.6 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 12, 2026

    Grok vs ChatGPT: price and Elo, not a personality contest

  • launch · Aug 12, 2026

    Grok 4.6 (Aug 12): post-training refresh, same $2/$6 list

  • launch · Jul 10, 2025

    Grok 4 remains the previous xAI flagship on this catalog

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

All DeepSeek R1 matchups →|All Grok 4.6 matchups →
DeepSeek R1 vs DeepSeek V3 (previous deepseek)DeepSeek R1 vs DeepSeek V4 Pro (next deepseek)Grok 4.6 vs Grok 4 (previous grok)DeepSeek V4 Flash vs Grok 4.6DeepSeek V4 Pro vs Grok 4.6DeepSeek Coder V2 vs DeepSeek R1