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Every score has a dated snapshot.

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  3. GPT-4o mini vs Llama 4 Scout

Pairwise benchmark snapshot · Aug 16, 2026

GPT-4o mini vs Llama 4 Scout benchmark

In this head-to-head showdown, Llama 4 Scout delivers higher overall intelligence and human-preferred responses (Elo 1,412 vs 1,272), while Llama 4 Scout leads in SWE-bench software engineering benchmarks (52.4%), while Llama 4 Scout is more budget-friendly at $0.3/1M per 1M output tokens, while GPT-4o mini provides faster response streaming (160 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Llama 4 Scout holds the advantage over GPT-4o mini in overall benchmark performance and human evaluation rankings. Choose Llama 4 Scout for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

GPT-4o mini (1)Llama 4 Scout (7)
GPT-4o mini
1 of 8 Wins
✓Output speed
Llama 4 Scout
7 of 8 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Input price✓Output price✓Context window
OpenAI
Leads 1 of 8 metrics
GPT-4o mini

Legacy small OpenAI model. Useful as a cheap baseline.

4o MiniElo 1,272$0.6/1M out
Meta
Leads 7 of 8 metrics
Llama 4 Scout

Meta open-weight Llama 4 long-context sibling of Maverick. Common public API lists sit near $0.08–$0.30 / $0.30–$0.70 per 1M; we store a conservative hosted list until OpenRouter overwrites.

Scout 10M CtxElo 1,412$0.3/1M out

GPT-4 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-4o mini vs Llama 4 Scout. Alternative family tiers available.

Active: GPT-4o mini
GPT-4o$10GPT-4.5 Orion$150
Top Rival Showdowns for GPT-4o mini
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderLlama 4 Scout Wins

Llama 4 Scout

Δ 140 Arena Elo pts

Throughput LeaderGPT-4o mini Wins

GPT-4o mini

160 tok/s

Value per Dollar LeaderLlama 4 Scout Wins

Llama 4 Scout

$0.3 / 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.

GPT-4o mini (1)vsLlama 4 Scout (8)
GPT-4o mini: 1W (11%)Overall: Llama 4 ScoutLlama 4 Scout: 8W (89%)
← GPT-4o mini1 tiesLlama 4 Scout →
🏆Llama 4 Scout(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-4o minivsLlama 4 Scout
Preference Elo
1,272vs1,412+140
Coding Elo
—vs1,398
SWE-bench
41.2%vs52.4%+11.2%
LiveBench
48.1%vs59.6%+11.5%
GPQA Diamond
60.1%vs71.2%+11.1%
GPT-4o mini: 0WLlama 4 Scout: 5W
🏆GPT-4o mini(1/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-4o minivsLlama 4 Scout
Output speed
160 tok/svs155 tok/s+5 tok/s
Time to first token
130 msvs130 ms
GPT-4o mini: 1WLlama 4 Scout: 0W
🏆Llama 4 Scout(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-4o minivsLlama 4 Scout
Output price
$0.6/1Mvs$0.3/1M+$0.3/1M
Input price
$0.15/1Mvs$0.08/1M+$0.07/1M
Context window
128kvs10M+9.9M
GPT-4o mini: 0WLlama 4 Scout: 3W

Side-by-Side Benchmark Matrix

Preference Elo+140
GPT-4o mini1,272
seed-bootstrap · Aug 1, 2026
Llama 4 Scout1,412
seed-bootstrap · Aug 16, 2026
Coding Elo
GPT-4o mini—
Llama 4 Scout1,398
seed-bootstrap · Aug 16, 2026
LiveBench+11.5%
GPT-4o mini48.1%
seed-bootstrap · Aug 1, 2026
Llama 4 Scout59.6%
seed-bootstrap · Aug 16, 2026
SWE-bench+11.2%
GPT-4o mini41.2%
seed-bootstrap · Aug 1, 2026
Llama 4 Scout52.4%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+11.1%
GPT-4o mini60.1%
seed-bootstrap · Aug 1, 2026
Llama 4 Scout71.2%
seed-bootstrap · Aug 16, 2026
Time to first token
GPT-4o mini130 ms
seed-bootstrap · Aug 1, 2026
Llama 4 Scout130 ms
seed-bootstrap · Aug 16, 2026
Output speed+5 tok/s
GPT-4o mini160 tok/s
seed-bootstrap · Aug 1, 2026
Llama 4 Scout155 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.07/1M
GPT-4o mini$0.15/1M
seed-bootstrap · Aug 1, 2026
Llama 4 Scout$0.08/1M
seed-bootstrap · Aug 16, 2026
Output price+$0.3/1M
GPT-4o mini$0.6/1M
seed-bootstrap · Aug 1, 2026
Llama 4 Scout$0.3/1M
seed-bootstrap · Aug 16, 2026
Context window+9.9M
GPT-4o mini128k
seed-bootstrap · Aug 1, 2026
Llama 4 Scout10M
seed-bootstrap · Aug 16, 2026
BenchmarkGPT-4o miniLlama 4 ScoutAdvantage Delta
Preference Elo
1,272
seed-bootstrap · Aug 1, 2026
1,412
seed-bootstrap · Aug 16, 2026
+140
Coding Elo—
1,398
seed-bootstrap · Aug 16, 2026
—
LiveBench
48.1%
seed-bootstrap · Aug 1, 2026
59.6%
seed-bootstrap · Aug 16, 2026
+11.5%
SWE-bench
41.2%
seed-bootstrap · Aug 1, 2026
52.4%
seed-bootstrap · Aug 16, 2026
+11.2%
GPQA Diamond
60.1%
seed-bootstrap · Aug 1, 2026
71.2%
seed-bootstrap · Aug 16, 2026
+11.1%
Time to first token
130 ms
seed-bootstrap · Aug 1, 2026
130 ms
seed-bootstrap · Aug 16, 2026
—
Output speed
160 tok/s
seed-bootstrap · Aug 1, 2026
155 tok/s
seed-bootstrap · Aug 16, 2026
+5 tok/s
Input price
$0.15/1M
seed-bootstrap · Aug 1, 2026
$0.08/1M
seed-bootstrap · Aug 16, 2026
+$0.07/1M
Output price
$0.6/1M
seed-bootstrap · Aug 1, 2026
$0.3/1M
seed-bootstrap · Aug 16, 2026
+$0.3/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
10M
seed-bootstrap · Aug 16, 2026
+9.9M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 49% with Llama 4 Scout
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-4o mini$14.25 / mo
In: $5.25Out: $9
Llama 4 Scout$7.30 / mo
In: $2.8Out: $4.5
Estimated Cost Delta

Llama 4 Scout is estimated to save $6.95/month ($83/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Llama 4 Scout:Pick Llama 4 Scout when repo-level coding accuracy is the constraint.
  • 2
    GPT-4o mini:Pick GPT-4o mini when time-to-first-token matters more than peak Elo.
  • 3
    Llama 4 Scout:Pick Llama 4 Scout for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsLlama 4 Scout

Higher SWE-bench (52.4%).

High-volume chatLlama 4 Scout

Lower output list price ($0.3/1M).

Voice / low-latency UIGPT-4o mini

Lower TTFT (130 ms).

Long-document RAGLlama 4 Scout

Larger window (10M).

Screenshots / visionLlama 4 Scout

Both accept images. Defaulting to the higher-Elo side (Llama 4 Scout).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsLlama 4 ScoutHigher SWE-bench (52.4%).
High-volume chatLlama 4 ScoutLower output list price ($0.3/1M).
Voice / low-latency UIGPT-4o miniLower TTFT (130 ms).
Long-document RAGLlama 4 ScoutLarger window (10M).
Screenshots / visionLlama 4 ScoutBoth accept images. Defaulting to the higher-Elo side (Llama 4 Scout).

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 16, 2026

Haiku 4.5 vs Llama 4 Scout: cheap Claude versus cheap open Llama

$1/$5 hosted Claude vs a cheap long-context open sibling. The alternative-to-Sonnet pair that is honest.

launchApr 8, 2026

Llama 4 Scout: long-context open sibling of Maverick

Huge window, cheap hosted lists. The Haiku alternative that is actually open-weight.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-4o mini

Elo 1,272
SWE-bench41.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$0.6/1M
Meta

Llama 4 Scout

Elo 1,412
SWE-bench52.4%
Speed (tok/s)155 tok/s
Input / 1M Tokens$0.08/1M
Output / 1M Tokens$0.3/1M

Frequently Asked Questions

Which is better overall, GPT-4o mini or Llama 4 Scout?
Llama 4 Scout has the higher preference Elo in our latest snapshot (1,412). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-4o mini or Llama 4 Scout?
Llama 4 Scout leads SWE-bench at 52.4% vs 41.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Llama 4 Scout output tokens are $0.3/1M versus $0.6/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-4o mini or Llama 4 Scout?
GPT-4o mini has the lower time-to-first-token (130 ms vs 130 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Llama 4 Scout accepts 10M tokens versus 128k.
Can I self-host either model?
Llama 4 Scout 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. GPT-4o mini and Llama 4 Scout Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 16, 2026

    Haiku 4.5 vs Llama 4 Scout: cheap Claude versus cheap open Llama

  • launch · Apr 8, 2026

    Llama 4 Scout: long-context open sibling of Maverick

Similar Head-to-Head Comparisons

All GPT-4o mini matchups →|All Llama 4 Scout matchups →
GPT-4o mini vs OpenAI o1-mini (next gpt-mini)Llama 4 Scout vs Llama 4 Maverick (previous llama)GPT-5 vs Llama 4 ScoutOpenAI o3-mini vs Llama 4 ScoutGPT-4.5 Orion vs Llama 4 ScoutGPT-5.6 Sol vs Llama 4 Scout