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Claude Haiku 4.5 vs GPT-5.2

The readout for Claude Haiku 4.5 and GPT-5.2, before the detailed comparison sheet.

Key Takeaways

Weighted outcome: GPT-5.2. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.

Decision read

GPT-5.2

GPT-5.2 has the higher weighted result; Model A / B score 12 to 88.

Evidence depth

94 data points

Includes 15 benchmark rows, 0 audit samples, and 10 provider examples.

Selection signal

Start with GPT-5.2

The charts below split 25 high-signal samples across speed, scores, and audit health.

Change comparison

Switch either side of this report to compare another model with the same LMSpeed data pipeline.

Select a different model to open a new comparison URL.

Comparison sheet

This report only uses LMSpeed data for Claude Haiku 4.5 and GPT-5.2: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.

Model compare
Claude Haiku 4.5
GPT-5.2
Overall leaderContenderLeading
Weighted overall score12.0 pts88.0 pts
Benchmark category leads0 categories4 categories
Operational advantagesCheapest input price, Average speed, First-token latencyFree providers, Provider coverage
Context window200K tokens400K tokens
Max output64K tokens128K tokens
Modalities

Input

TextImageFile

Output

Text

Input

FileImageText

Output

Text
Features
Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning
Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning

The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.

Model metadata

Model compare
Claude Haiku 4.5
GPT-5.2
DeveloperAnthropicOpenAI
ReleasedOct 2025Dec 2025
ParametersNo dataNo data
TokenizerClaudeGPT
Knowledge cutoffNo dataNo data
OpenRouter IDanthropic/claude-haiku-4.5openai/gpt-5.2
ReferencesNo dataNo data

When to choose each model

This report only uses LMSpeed data for Claude Haiku 4.5 and GPT-5.2: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.

Claude Haiku 4.5

Claude Haiku 4.5 has these operational advantages: Cheapest input price, Average speed, First-token latency.

GPT-5.2

GPT-5.2 is stronger in benchmark categories (Agents, Coding, Reasoning, Math) and operational dimensions (Free providers, Provider coverage).

Benchmark score comparison

Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.

Category performance

Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.

Model A coverage
4 / 8
Model B coverage
7 / 8
Shared
4 shared categories

Avg. score

Claude Haiku 4.5

45.6

Avg. score

GPT-5.2

51.8

Agents

GPT-5.2 leads by 4.0

Claude Haiku 4.543
GPT-5.247

Coding

GPT-5.2 leads by 9.6

Claude Haiku 4.546.7
GPT-5.256.3

Reasoning

GPT-5.2 leads by 5.7

Claude Haiku 4.547.4
GPT-5.253.1

Knowledge

GPT-5.2

Claude Haiku 4.5-
GPT-5.254.4

Math

GPT-5.2 leads by 9.9

Claude Haiku 4.545.4
GPT-5.255.3

Multilingual

No data

Claude Haiku 4.5-
GPT-5.2-

Multimodal

GPT-5.2

Claude Haiku 4.5-
GPT-5.242.2

Instruction following

GPT-5.2

Claude Haiku 4.5-
GPT-5.254.6

Professional benchmark details

Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.

Aggregatereported

BenchLM overall score

Claude Haiku 4.5

winner

55.0

Rank #66/111 · confidence 1 · eval date 2025-10-15

+4.0

GPT-5.2

51.0

Rank #78/111 · confidence 4 · eval date 2025-12-11

Pricingverified

Input price

Claude Haiku 4.5

winner

$1.00/M

Rank #113/186 · confidence 4

+$0.750/M

GPT-5.2

$1.75/M

Rank #140/186 · confidence 4

Pricingverified

Blended price

Claude Haiku 4.5

winner

$2.00/M

Rank #121/186 · confidence 4

+$2.81/M

GPT-5.2

$4.81/M

Rank #155/186 · confidence 4

Pricingverified

Output price

Claude Haiku 4.5

winner

$5.00/M

Rank #127/186 · confidence 4

+$9.00/M

GPT-5.2

$14.00/M

Rank #156/186 · confidence 4

Reasoningverified

MMLU-Pro

Claude Haiku 4.5

80.0%

Rank #63/129 · confidence 4

+7.4%

GPT-5.2

winner

87.4%

Rank #11/129 · confidence 4

Reasoningverified

HLE

Claude Haiku 4.5

4.2%

Rank #177/216 · confidence 4

+3.8%

GPT-5.2

winner

8.0%

Rank #134/216 · confidence 4

Reasoningverified

GPQA

Claude Haiku 4.5

64.6%

Rank #158/218 · confidence 4

+6.6%

GPT-5.2

winner

71.2%

Rank #138/218 · confidence 4

Codingreported

SWE-bench Verified

Claude Haiku 4.5

73.3

Rank #38/49 · confidence 1 · eval date 2025-10-15

+6.7

GPT-5.2

winner

80.0

Rank #14/49 · confidence 4 · eval date 2025-12-11

Codingverified

LiveCodeBench

Claude Haiku 4.5

51.1%

Rank #59/115 · confidence 4

+15.8%

GPT-5.2

winner

66.9%

Rank #36/115 · confidence 4

Codingreported

BenchLM Coding score

Claude Haiku 4.5

winner

54.2

Rank #41/87 · confidence 1 · eval date 2025-10-15

+7.7

GPT-5.2

46.5

Rank #64/87 · confidence 4 · eval date 2025-12-11

Mathreported

FrontierMath v2 (Tiers 1-3)

Claude Haiku 4.5

5.9

Rank #36/47 · confidence 1 · eval date 2025-10-15

+34.8

GPT-5.2

winner

40.7

Rank #10/47 · confidence 4 · eval date 2025-12-11

Mathreported

FrontierMath v2 (Tier 4)

Claude Haiku 4.5

2.1

Rank #33/36 · confidence 1 · eval date 2025-10-15

+16.7

GPT-5.2

winner

18.8

Rank #12/36 · confidence 4 · eval date 2025-12-11

Mathreported

BenchLM Math score

Claude Haiku 4.5

29.0

Rank #50/63 · confidence 1 · eval date 2025-10-15

+28.5

GPT-5.2

winner

57.5

Rank #31/63 · confidence 4 · eval date 2025-12-11

Multimodalreported

Design Arena Website

Claude Haiku 4.5

1133.0

Rank #65/78 · confidence 1 · eval date 2025-10-15

+76.0

GPT-5.2

winner

1209.0

Rank #47/78 · confidence 4 · eval date 2025-12-11

Agentsreported

JobBench

Claude Haiku 4.5

16.0

Rank #20/24 · confidence 1 · eval date 2025-10-15

+18.3

GPT-5.2

winner

34.3

Rank #10/24 · confidence 4 · eval date 2025-12-11

API audit comparison

Latest completed audits from shared providers, with four safety and integrity score groups plus report links.

Provider
Claude Haiku 4.5
GPT-5.2
No completed audits are available from shared providers yet.

Provider examples

Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.

Provider
Claude Haiku 4.5
GPT-5.2
N1N30 tests

Claude Haiku 4.5

speed / latency

112 tok/s / 1733ms

input / output

No data

GPT-5.2

speed / latency

56 tok/s / 1798ms

input / output

No data

PackyCode10 tests

Claude Haiku 4.5

speed / latency

N/A / N/A

input / output

No data

GPT-5.2

speed / latency

94 tok/s / 11492ms

input / output

No data

Right Code10 tests

Claude Haiku 4.5

speed / latency

N/A / N/A

input / output

No data

GPT-5.2

speed / latency

53 tok/s / 1877ms

input / output

No data

Rnglg2 API10 tests

Claude Haiku 4.5

speed / latency

160 tok/s / 2639ms

input / output

No data

GPT-5.2

speed / latency

55 tok/s / 1434ms

input / output

No data

发现AI10 tests

Claude Haiku 4.5

speed / latency

68 tok/s / 4647ms

input / output

No data

GPT-5.2

speed / latency

N/A / N/A

input / output

No data

Claude Haiku 4.5

claude-haiku-4-5-20251001

speed / latency

No data

input / output

$0.150/M/$0.750/M

GPT-5.2

gpt-5.2

speed / latency

No data

input / output

$0/M/$0/M

Claude Haiku 4.5

claude-haiku-4-5

speed / latency

No data

input / output

$0/request

GPT-5.2

gpt-5.2

speed / latency

No data

input / output

$0/request

Claude Haiku 4.5

claude-haiku-4-5-20251001

speed / latency

No data

input / output

$0.068/M/$0.342/M

GPT-5.2

gpt-5.2

speed / latency

No data

input / output

$0.0014/request

Claude Haiku 4.5

claude-haiku-4-5

speed / latency

No data

input / output

$0.685/M/$3.42/M

GPT-5.2

gpt-5.2

speed / latency

No data

input / output

$0.0034/M/$0.027/M

Claude Haiku 4.5

claude-haiku-4-5

speed / latency

No data

input / output

$0.034/M/$0.171/M

GPT-5.2

gpt-5.2

speed / latency

No data

input / output

$0.0068/request

FAQ

Weighted outcome: GPT-5.2. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.

Why is this comparison indexable?
It has 6 verifiable comparison points, and both models have pricing or benchmark data.
Are missing metrics invented?
No. Metrics without LMSpeed data are omitted from this report.

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.