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Claude 3.5 Haiku vs o1

o1 leads the LLM Stats Score 21.2 to 5.4. Claude 3.5 Haiku is 16.4x cheaper per token.

Anthropic · OpenAI · Updated for 2026

Which is better?

o1 leads the overall LLM Stats Score 21.2 to 5.4, ranking #177 overall.

In the 7 individual benchmarks reported for both models, o1 wins 7; this is a narrower head-to-head signal than the composite indexes.

On price, Claude 3.5 Haiku is roughly 16.4x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Claude 3.5 Haiku

  • cost matters — it's about 16.4x cheaper per token

Choose o1

  • overall performance matters — it scores 21.2 and ranks #177 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 7 of 7 exact shared results
  • you want the most recent training data — it shipped Dec 2024

At a glance

The differences that matter most.

Core performance indexes
5.4
#282
21.2
#177
5.6
#279
21.6
#167
4.4
#198
4.8
#192
Cost, coverage & limits
Benchmark wins
0 of 7
7 of 7
Input price
$0.80 / M
$15.00 / M
Output price
$4.00 / M
$60.00 / M
Context window
200,000
200,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Claude 3.5 Haiku
o1
10.8#240
24.2#112
-4.2#176
13.0#92
-4.0#99
13.3#53
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

9 reported for Claude 3.5 Haiku · 19 for o1

7 shared

Claude 3.5 Haiku outperforms in 0 benchmarks, while o1 is better at 6 benchmarks (GPQA, MATH, MGSM, SWE-Bench Verified, TAU-bench Airline, TAU-bench Retail).

o1 significantly outperforms across most benchmarks.

Tue Sep 01 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Claude 3.5 Haiku costs less

For input processing, Claude 3.5 Haiku ($0.80/1M tokens) is 18.8x cheaper than o1 ($15.00/1M tokens).

For output processing, Claude 3.5 Haiku ($4.00/1M tokens) is 15.0x cheaper than o1 ($60.00/1M tokens).

In conclusion, o1 is more expensive than Claude 3.5 Haiku.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Tue Sep 01 2026 • llm-stats.com
Anthropic
Claude 3.5 Haiku
Input tokens$0.80
Output tokens$4.00
Best providerAWS Bedrock
OpenAI
o1
Input tokens$15.00
Output tokens$60.00
Best providerAzure
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Both models have the same input context window of 200,000 tokens. Claude 3.5 Haiku can generate longer responses up to 200,000 tokens, while o1 is limited to 100,000 tokens.

Anthropic
Claude 3.5 Haiku
Input200,000 tokens
Output200,000 tokens
OpenAI
o1
Input200,000 tokens
Output100,000 tokens
Tue Sep 01 2026 • llm-stats.com

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

Claude 3.5 Haiku

Proprietary

Closed source

o1

Proprietary

Closed source

Release Timeline

When each model was launched

Claude 3.5 Haiku was released on 2024-10-22, while o1 was released on 2024-12-17.

o1 is 2 months newer than Claude 3.5 Haiku.

Claude 3.5 Haiku

Oct 22, 2024

1.9 years ago

o1

Dec 17, 2024

1.7 years ago

1mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Claude 3.5 Haiku is available from Bedrock, Google, Anthropic. o1 is available from Azure, OpenAI.

Claude 3.5 Haiku

bedrock logo
AWS Bedrock
Input Price:Input: $0.80/1MOutput Price:Output: $4.00/1M
google logo
Google
Input Price:Input: $0.80/1MOutput Price:Output: $4.00/1M
anthropic logo
Anthropic
Input Price:Input: $1.00/1MOutput Price:Output: $5.00/1M

o1

azure logo
Azure
Input Price:Input: $15.00/1MOutput Price:Output: $60.00/1M
openai logo
OpenAI
Input Price:Input: $15.00/1MOutput Price:Output: $60.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Claude 3.5 Haiku and o1 side-by-side, then vote on the output you prefer.

Claude 3.5 Haiku
✓ Preferred
o1
Open in Playground

FAQ

Common questions about Claude 3.5 Haiku vs o1.

Which is better, Claude 3.5 Haiku or o1?

o1 leads the LLM Stats Score 21.2 to 5.4. Claude 3.5 Haiku is made by Anthropic and o1 is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Claude 3.5 Haiku compare to o1 in benchmarks?

Claude 3.5 Haiku scores HumanEval: 88.1%, MGSM: 85.6%, DROP: 83.1%, MATH: 69.4%, MMLU-Pro: 65.0%. o1 scores GSM8k: 97.1%, MATH: 96.4%, GPQA Physics: 92.8%, MMLU: 91.8%, MGSM: 89.3%.

Is Claude 3.5 Haiku cheaper than o1?

Claude 3.5 Haiku is 18.8x cheaper for input tokens. Claude 3.5 Haiku costs $0.80/M input and $4.00/M output via bedrock. o1 costs $15.00/M input and $60.00/M output via azure.

What are the context window sizes for Claude 3.5 Haiku and o1?

Claude 3.5 Haiku supports 200K tokens and o1 supports 200K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude 3.5 Haiku and o1?

Key differences include LLM Stats Score (5.4 vs 21.2), input pricing ($0.80 vs $15.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude 3.5 Haiku and o1?

Claude 3.5 Haiku is developed by Anthropic and o1 is developed by OpenAI.