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GPT-4o Search Preview vs GLM 4.5

vs
GLM 4.5

Zhipu AI

68#112
Signal-by-Signal Comparison
SignalGPT-4o Search PreviewDeltaGLM 4.5
Capabilities
50
-17
67
Benchmarks
72
+4
68
Pricing
90
-8
98
Context window size
73
0
73
Recency
44
-24
68
Output Capacity
70
-13
83
Overall Result
1 wins
of 6
5 wins
GLM 4.5 wins 5 of 6 signals

Score History

Score History (22 data points)
GPT-4o Search PreviewGLM 4.5
GPT-4o Search Preview

68.7

current score

Leader

GPT-4o Search Preview

right now

GLM 4.5

68.3

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

GPT-4o Search Preview

OpenAI

Per request$0.007500
Daily$25.00
Monthly$750.00
Annual$9000.00

GLM 4.5

Zhipu AI

Best Value
Per request$0.001700
Daily$5.67
Monthly$170.00
Annual$2040.00

GLM 4.5 saves you $580.00/month

That's $6960.00/year compared to GPT-4o Search Preview at your current usage level of 100K calls/month.

77% cheaper
Choose GLM 4.5 for cost optimization

GPT-4o Search Preview pricing:
Input:$2.50/M tokens
Output:$10.00/M tokens
GLM 4.5 pricing:
Input:$0.60/M tokens
Output:$2.20/M tokens
Winner
GPT-4o Search Preview

OpenAI

69

Composite Score

GLM 4.5

Zhipu AI

68

Composite Score

Signal-by-Signal Comparison
MetricGPT-4o Search PreviewGLM 4.5Winner
Overall Score
69
68
GPT-4o Search Preview
Rank#111#112
GPT-4o Search Preview
Quality Rank#111#112
GPT-4o Search Preview
Adoption Rank#111#112
GPT-4o Search Preview
Parameters------
Context Window128K131K
GLM 4.5
Pricing$2.50/$10.00/M$0.60/$2.20/M--
Signal Scores
Capabilities
50
67
GLM 4.5
Benchmarks
72
68
GPT-4o Search Preview
Pricing
90
98
GLM 4.5
Context window size
73
73
GLM 4.5
Recency
44
68
GLM 4.5
Output Capacity
70
83
GLM 4.5
Benchmark Head-to-Head(15 benchmarks)
GPT-4o Search: 0GLM 4.5: 1
GPT-4o Search
GLM 4.5
Normalized 0-100%
MMLU
88.7%-
MMLU-Pro
72.6%-
GPQA Diamond
53.6%-
MATH-500
76.6%-
HumanEval
90.2%-
SWE-bench Verified
30.8%-
GSM8K
95.8%-
IFEval
84.3%-
BBH
83.7%-
ARC-Challenge
96.4%-
HellaSwag
95.3%-
Arena Elo
12861411
LiveBench
38.3%-
BigCodeBench
51.1%-
SimpleQA
38.2%-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

GPT-4o Search PreviewCompetitive

Scores 69/100 (rank #111), placing it in the top 62% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GLM 4.5Competitive

Scores 68/100 (rank #112), placing it in the top 62% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose GPT-4o Search Preview when you need:

  • Budget-friendly applications with moderate quality requirements

Choose GLM 4.5 when you need:

  • High-volume production workloads where API costs must be minimized
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
GPT-4o Search Preview
Input cost$2.50/M tokens
Output cost$10.00/M tokens
Cost per quality point$0.182
Est. monthly (1M tokens/day)$187.50
GLM 4.5Best Value
Input cost$0.60/M tokens
Output cost$2.20/M tokens
Cost per quality point$0.041
Est. monthly (1M tokens/day)$42.00

GLM 4.5 offers 78% better value per quality point. At 1M tokens/day, you'd spend $42.00/month with GLM 4.5 vs $187.50/month with GPT-4o Search Preview - a $145.50 monthly difference.

Latency & Speed
GPT-4o Search PreviewFaster
Speed score0/100
GLM 4.5
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

GPT-4o Search Preview

Customer support chatbot

Suitable for user-facing chat with competitive response times. GLM 4.5 also offers lower per-token costs for high-volume support

GPT-4o Search Preview

Long document analysis

Larger context window (131K tokens) can process longer documents, contracts, and research papers in a single pass

GLM 4.5

Batch data extraction

Lower output pricing ($2.20/M) reduces costs when processing thousands of records daily

GLM 4.5

Creative writing & content

Higher overall composite score (69/100) correlates with better nuance, coherence, and style in long-form content

GPT-4o Search Preview
Which Should You Choose?
Our recommendation:
GPT-4o Search Preview

GPT-4o Search Preview and GLM 4.5 are extremely close in overall performance (only 0.4000000000000057 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by Zhipu AI

  • Choose for Cost - 78% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-4o Search PreviewGLM 4.5
Vision (Image Input)
Function Callingdiffers
Streaming
JSON Mode
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-4o Search Preview

OpenAI

$16.50
estimated monthly cost

GLM 4.5

Zhipu AI

Best Value
$3.72
estimated monthly cost

GLM 4.5 saves you $12.78/month

That's 77% cheaper than GPT-4o Search Preview at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGPT-4o Search PreviewGLM 4.5
Context Window128K131K
Max Output Tokens16,38498,304
Open SourceNoYes
CreatedMar 12, 2025Jul 25, 2025
Last updated: 36m ago

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