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  3. DeepSeek R1 vs Llama 4 Maverick

Pairwise benchmark snapshot · Aug 17, 2026

DeepSeek R1 vs Llama 4 Maverick benchmark

This page compares DeepSeek R1 (DeepSeek) and Llama 4 Maverick (Meta) using the latest snapshots we have as of Aug 17, 2026. On preference Elo, Llama 4 Maverick is ahead by 110 points (1,468 vs 1,358; lmarena (Aug 17, 2026)). On SWE-bench coding, DeepSeek R1 resolves 65.2% versus 57.1% (swebench (Aug 17, 2026)). Llama 4 Maverick streams faster (130 tok/s) while Llama 4 Maverick is the cheaper output token ($0.8/1M). Llama 4 Maverick has the larger context window (1M tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.

Quick answer

DeepSeek R1 vs Llama 4 Maverick is a dated snapshot, not a lab score. Llama 4 Maverick leads preference Elo (1,468 vs 1,358). DeepSeek R1 leads SWE-bench coding. Llama 4 Maverick is the cheaper output token. Elo is crowd preference, not an exam. Pick the column that matches the job.
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DeepSeek

DeepSeek R1

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

Elo 1,358$2.5/1M out

Meta

Llama 4 Maverick

Meta natively multimodal open-weight flagship.

Elo 1,468$0.7999999999999999/1M out
DeepSeek R1 Inference Compute Profile
Inference-Time Compute & Reasoning EffortDynamic CoT

DeepSeek R1 Reasoning Scaler & Token Billing Simulator

Param: enable_reasoning

Reasoning models scale test-time compute by generating hidden chain-of-thought (CoT) tokens. These tokens are billed at standard output rates and directly expand latency (TTFT) in exchange for higher GPQA Diamond and SWE-bench Verified problem resolve rates.

Estimated TTFT
420 ms
1.0x (Standard eval)
CoT Thinking Tokens
~2,800
Billed as output tokens
Est. Cost / 1k Calls
$8.10
7.4x base invoice
STEM / SWE Boost
+6.5%
GPQA & SWE-bench scaling
Medium (Full RL CoT) Operational Profile

Standard large-scale RL reasoning trace with self-correction.

Direct Provider APIDeepSeek
"enable_reasoning": true
OpenRouter Unified APIUnified Gateway
"reasoning": {
  "effort": "medium",
  "max_tokens": 2800
}

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Model A
Model B
Quick vs:vs Claude Opus 4.5vs Claude Opus 4.6vs Claude Sonnet 4.5vs Claude 3.7 Sonnet

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

DeepSeek R1 (2)vsLlama 4 Maverick (8)
DeepSeek R1: 2W (20%)Overall: Llama 4 MaverickLlama 4 Maverick: 8W (80%)
← DeepSeek R1Llama 4 Maverick →
Llama 4 Maverick (3/5)

Intelligence & Reasoning

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

Preference Elo
1,358vs1,468
Coding Elo
—vs1,452
SWE-bench
65.2%vs57.1%
LiveBench
59%vs62.8%
GPQA Diamond
79.8%vs74.6%
DeepSeek R1: 2WLlama 4 Maverick: 3W
Llama 4 Maverick (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
62 tok/svs130 tok/s
Time to first token
420 msvs170 ms
DeepSeek R1: 0WLlama 4 Maverick: 2W
Llama 4 Maverick (3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$2.5/1Mvs$0.8/1M
Input price
$0.7/1Mvs$0.2/1M
Context window
64kvs1M
DeepSeek R1: 0WLlama 4 Maverick: 3W
Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect
Percentile 0–100
Dimensional AdvantageLlama 4 Maverick 4/6
Preference Elo

Llama 4 Maverick

110 pts advantage

Throughput Speed

Llama 4 Maverick

68 tok/s faster

Token Price Efficiency

Llama 4 Maverick

$1.70/1M cheaper

Full Benchmark Score Matrix

—
Elo
High is better
1,358
EloHigh is better
1,468+8%
Code Elo
High is better
—
Code EloHigh is better
1,452
LiveBench
High is better
59%
LiveBenchHigh is better
62.8%+6%
SWE-bench
High is better
+14%65.2%
SWE-benchHigh is better
57.1%
GPQA
High is better
+7%79.8%
GPQAHigh is better
74.6%
TTFT
Low is better
420 ms
TTFTLow is better
170 ms+147%
Speed
High is better
62 tok/s
SpeedHigh is better
130 tok/s+110%
In $
Low is better
$0.70 / 1M
In $Low is better
$0.20 / 1M+250%
Out $
Low is better
$2.50 / 1M
Out $Low is better
$0.80 / 1M+213%
Context
High is better
64k
ContextHigh is better
1M+1538%
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 69% with Llama 4 Maverick
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$62.00 / mo
In: $24.5Out: $37.5
Llama 4 Maverick$19.00 / mo
In: $7Out: $12
Estimated Cost Delta

Llama 4 Maverick is estimated to save $43.00/month ($516/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
    Llama 4 Maverick:Pick Llama 4 Maverick when you are optimizing output cost.
  • 3
    Llama 4 Maverick:Pick Llama 4 Maverick when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsDeepSeek R1

Higher SWE-bench (65.2%).

High-volume chatLlama 4 Maverick

Lower output list price ($0.8/1M).

Voice / low-latency UILlama 4 Maverick

Lower TTFT (170 ms).

Long-document RAGLlama 4 Maverick

Larger window (1M).

Screenshots / visionLlama 4 Maverick

Llama 4 Maverick is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek R1Higher SWE-bench (65.2%).
High-volume chatLlama 4 MaverickLower output list price ($0.8/1M).
Voice / low-latency UILlama 4 MaverickLower TTFT (170 ms).
Long-document RAGLlama 4 MaverickLarger window (1M).
Screenshots / visionLlama 4 MaverickLlama 4 Maverick is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareApr 9, 2026

Llama vs Claude: open-weight Meta versus the Anthropic crown

Hub remaps to top Meta vs top Anthropic Elo. Usually Maverick vs Opus 5.

launchApr 8, 2026

Llama 4 Maverick: Meta’s natively multimodal open-weight flagship

Apr 2026. The Llama vs Claude hub uses the top Meta Elo row — usually Maverick.

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.

launchDec 6, 2024

Llama 3.3 70B stays as the previous Meta 70B workhorse

Dec 2024 instruct 70B. Still a self-host baseline. Llama 4 is the 2026 buy.

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LIVE
VS
DeepSeek

DeepSeek R1

Elo 1,358
LiveBench59%
SWE-bench65.2%
Speed62 tok/s
Output cost$2.5/1M
Meta

Llama 4 Maverick

Elo 1,468
LiveBench62.8%
SWE-bench57.1%
Speed130 tok/s
Output cost$0.8/1M

Frequently Asked Questions

Which is better overall, DeepSeek R1 or Llama 4 Maverick?
Llama 4 Maverick has the higher preference Elo in our latest snapshot (1,468). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek R1 or Llama 4 Maverick?
DeepSeek R1 leads SWE-bench at 65.2% vs 57.1%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Llama 4 Maverick output tokens are $0.8/1M versus $2.5/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek R1 or Llama 4 Maverick?
Llama 4 Maverick has the lower time-to-first-token (170 ms vs 420 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Llama 4 Maverick accepts 1M tokens versus 64k.
Can I self-host either model?
Both DeepSeek R1 and Llama 4 Maverick are marked open-weights. Hosting cost is not in this table.
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 Llama 4 Maverick Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Apr 9, 2026

    Llama vs Claude: open-weight Meta versus the Anthropic crown

  • launch · Apr 8, 2026

    Llama 4 Maverick: Meta’s natively multimodal open-weight flagship

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

  • launch · Dec 6, 2024

    Llama 3.3 70B stays as the previous Meta 70B workhorse

Similar Head-to-Head Comparisons

All DeepSeek R1 matchups →|All Llama 4 Maverick matchups →
DeepSeek R1 vs DeepSeek V3 (previous deepseek)DeepSeek R1 vs DeepSeek V4 Pro (next deepseek)Llama 4 Maverick vs Llama 3.3 70B (previous llama)Llama 4 Maverick vs Llama 4 Scout (next llama)DeepSeek V4 Flash vs Llama 4 MaverickDeepSeek V4 Pro vs Llama 4 Maverick