Pairwise benchmark snapshot · Aug 16, 2026

Llama 4 Scout vs OpenAI: o1 benchmark

Name: Llama 4 Scout vs OpenAI: o1 AI benchmark comparison
Creator: CompareLLM
License: https://creativecommons.org/licenses/by/4.0/

This page compares Llama 4 Scout (Meta) and OpenAI: o1 (OpenAI) using the latest snapshots we have as of Aug 16, 2026. On preference Elo, OpenAI: o1 is ahead by 100 points (1,512 vs 1,412; seed-bootstrap (Aug 1, 2026)). On SWE-bench coding, Llama 4 Scout resolves 52.4% versus 48.9% (seed-bootstrap (Aug 16, 2026)). Llama 4 Scout streams faster (155 tok/s) while Llama 4 Scout is the cheaper output token ($0.3/1M). Llama 4 Scout has the larger context window (1.3M 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.

Share Analysis:

WhatsApp Telegram X / Post LinkedIn Reddit

Swap or Add Any Model to this Matchup

Instant pairwise benchmark recalculation across 400+ LLMs

Model A

Model B

Quick vs:vs Claude Opus 4.5 vs Claude Opus 4.6 vs Claude Sonnet 4.5 vs Claude 3.7 Sonnet

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

Llama 4 Scout (6)vsOpenAI: o1 (4)

Llama 4 Scout: 6W (60%)Overall: Llama 4 ScoutOpenAI: o1: 4W (40%)

← Llama 4 ScoutOpenAI: o1 →

OpenAI: o1 (4/5)

Intelligence & Reasoning

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

Preference Elo

1,412vs1,512

Coding Elo

1,398vs1,485

SWE-bench

52.4%vs48.9%

LiveBench

59.6%vs65.4%

GPQA Diamond

71.2%vs78%

Llama 4 Scout: 1WOpenAI: o1: 4W

Llama 4 Scout (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed

155 tok/svs45 tok/s

Time to first token

130 msvs420 ms

Llama 4 Scout: 2WOpenAI: o1: 0W

Llama 4 Scout (3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price

$0.3/1Mvs$60/1M

Input price

$0.1/1Mvs$15/1M

Context window

1.3Mvs200k

Llama 4 Scout: 3WOpenAI: o1: 0W

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 AdvantageEven 3–3

Preference Elo

OpenAI: o1

100 pts advantage

Throughput Speed

Llama 4 Scout

110 tok/s faster

Price Efficiency

Llama 4 Scout

$59.70/1M cheaper

Full Benchmark Score Matrix

—

Elo

High is better

1,412

EloHigh is better

1,512+7%

Code Elo

High is better

1,398

Code EloHigh is better

1,485+6%

LiveBench

High is better

59.6%

LiveBenchHigh is better

65.4%+10%

SWE-bench

High is better

+7%52.4%

SWE-benchHigh is better

48.9%

GPQA

High is better

71.2%

GPQAHigh is better

78%+10%

TTFT

Low is better

+223%130 ms

TTFTLow is better

420 ms

Speed

High is better

+244%155 tok/s

SpeedHigh is better

45 tok/s

In $

Low is better

+14900%$0.1/1M

In $Low is better

$15/1M

Out $

Low is better

+19900%$0.3/1M

Out $Low is better

$60/1M

Context

High is better

+555%1.3M

ContextHigh is better

200k

Interactive Simulator

Workload Cost & Savings Calculator

Simulate monthly production API costs based on published $/1M tokens.

Save up to 99% 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)

Llama 4 Scout$8.00 / mo

In: $3.50Out: $4.50

OpenAI: o1$1,425.00 / mo

In: $525.00Out: $900.00

Estimated Cost Delta

Llama 4 Scout is estimated to save $1,417.00/month ($17,004/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
Llama 4 Scout:Pick Llama 4 Scout 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 UILlama 4 Scout

Lower TTFT (130 ms).

Long-document RAGLlama 4 Scout

Larger window (1.3M).

Screenshots / visionOpenAI: o1

Both accept images. Defaulting to the higher-Elo side (OpenAI: o1).

Target Workload	Recommended Pick	Evaluation Rationale
Repo / coding agents	Llama 4 Scout	Higher SWE-bench (52.4%).
High-volume chat	Llama 4 Scout	Lower output list price ($0.3/1M).
Voice / low-latency UI	Llama 4 Scout	Lower TTFT (130 ms).
Long-document RAG	Llama 4 Scout	Larger window (1.3M).
Screenshots / vision	OpenAI: o1	Both accept images. Defaulting to the higher-Elo side (OpenAI: o1).

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

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

No comments posted on this matchup yet. Be the first to share an evaluation note!

Share card

The real PNG is generated at /compare/llama-4-scout-vs-o1/opengraph-image for crawlers.

PNG

CompareLLM Matrix

Verified head-to-head card

LIVE

Llama 4 Scout

Elo 1,412

LiveBench59.6%

SWE-bench52.4%

Speed155 tok/s

Output cost$0.3/1M

OpenAI

OpenAI: o1

Elo 1,512

LiveBench65.4%

SWE-bench48.9%

Speed45 tok/s

Output cost$60/1M

Frequently Asked Questions

Which is better overall, Llama 4 Scout 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, Llama 4 Scout or OpenAI: o1?: Llama 4 Scout leads SWE-bench at 52.4% vs 48.9%. 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 $60/1M. Input prices and retry rates still move the real bill.
Which is faster, Llama 4 Scout or OpenAI: o1?: Llama 4 Scout has the lower time-to-first-token (130 ms vs 420 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?: Llama 4 Scout accepts 1.3M tokens versus 200k.
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. Llama 4 Scout and OpenAI: o1 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Llama 4 Scout matchups →|All OpenAI: o1 matchups →

Llama 4 Scout vs Llama 4 Maverick (previous llama)OpenAI: o1 vs GPT-4o (previous gpt-flagship)OpenAI: o1 vs GPT-4.5 Orion (next gpt-flagship)Llama 4 Maverick vs OpenAI: o1 GPT-5.6 Terra vs OpenAI: o1 GPT-5 vs OpenAI: o1

Llama 4 Scout vs OpenAI: o1 benchmark

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

Llama 4 Scout (6)vsOpenAI: o1 (4)

Llama 4 Scout: 6W (60%)Overall: Llama 4 ScoutOpenAI: o1: 4W (40%)

← Llama 4 ScoutOpenAI: o1 →

OpenAI: o1 (4/5)

Intelligence & Reasoning

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

Preference Elo

1,412vs1,512

Coding Elo

1,398vs1,485

SWE-bench

52.4%vs48.9%

LiveBench

59.6%vs65.4%

GPQA Diamond

71.2%vs78%

Llama 4 Scout: 1WOpenAI: o1: 4W

Llama 4 Scout (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed

155 tok/svs45 tok/s

Time to first token

130 msvs420 ms

Llama 4 Scout: 2WOpenAI: o1: 0W

Llama 4 Scout (3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price

$0.3/1Mvs$60/1M

Input price

$0.1/1Mvs$15/1M

Context window

1.3Mvs200k

Llama 4 Scout: 3WOpenAI: o1: 0W

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 UILlama 4 Scout

Lower TTFT (130 ms).

Long-document RAGLlama 4 Scout

Larger window (1.3M).

Screenshots / visionOpenAI: o1

Both accept images. Defaulting to the higher-Elo side (OpenAI: o1).

Target Workload	Recommended Pick	Evaluation Rationale
Repo / coding agents	Llama 4 Scout	Higher SWE-bench (52.4%).
High-volume chat	Llama 4 Scout	Lower output list price ($0.3/1M).
Voice / low-latency UI	Llama 4 Scout	Lower TTFT (130 ms).
Long-document RAG	Llama 4 Scout	Larger window (1.3M).
Screenshots / vision	OpenAI: o1	Both accept images. Defaulting to the higher-Elo side (OpenAI: o1).

Frequently Asked Questions

Which is better overall, Llama 4 Scout 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, Llama 4 Scout or OpenAI: o1?

Llama 4 Scout leads SWE-bench at 52.4% vs 48.9%. 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 $60/1M. Input prices and retry rates still move the real bill.

Which is faster, Llama 4 Scout or OpenAI: o1?

Llama 4 Scout has the lower time-to-first-token (130 ms vs 420 ms). Tokens/sec is a separate column if you care about long completions.

Which has the larger context window?

Llama 4 Scout accepts 1.3M tokens versus 200k.

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. Llama 4 Scout and OpenAI: o1 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Swap or Add Any Model to this Matchup

Interactive Comparison Diagram

Tug-of-War Matchup Matrix

Intelligence & Reasoning

Speed & Latency

Pricing & Capacity

Multi-Dimensional Capability Radar

OpenAI: o1

Llama 4 Scout

Llama 4 Scout

Full Benchmark Score Matrix

Workload Cost & Savings Calculator

Key Selection Recommendations

Recommended Workload Routing

Related Editorial Dispatches & Benchmark Notes

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

Llama 4 Scout: long-context open sibling of Maverick

Cast Your Matchup Vote

Community Discussions (0)

Share card

CompareLLM Matrix

Llama 4 Scout

OpenAI: o1

Frequently Asked Questions

Related news

Similar Head-to-Head Comparisons

Swap or Add Any Model to this Matchup

Interactive Comparison Diagram

Tug-of-War Matchup Matrix

Intelligence & Reasoning

Speed & Latency

Pricing & Capacity

Multi-Dimensional Capability Radar

OpenAI: o1

Llama 4 Scout

Llama 4 Scout

Full Benchmark Score Matrix

Workload Cost & Savings Calculator

Key Selection Recommendations

Recommended Workload Routing

Related Editorial Dispatches & Benchmark Notes

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

Llama 4 Scout: long-context open sibling of Maverick

Cast Your Matchup Vote

Community Discussions (0)

Share card

CompareLLM Matrix

Llama 4 Scout

OpenAI: o1

Frequently Asked Questions

Related news

Similar Head-to-Head Comparisons