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Model comparison

GLM-4.7 vs GPT-5.5 Pro

Data verified

Head-to-head evidence from 5 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

61.16/100
Margin
2.5pts
winning →
63.69/100
0 category wins3 category wins

Public leaderboard positions: GLM-4.7 #42 (Supported); GPT-5.5 Pro #38 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GLM-4.7 and GPT-5.5 Pro share 5 comparable benchmark results. 3 of 8 categories are comparable. 25 results are unique to GLM-4.7; 2 to GPT-5.5 Pro.

Updated July 22, 2026
Shared results
5
GLM-4.7 only
25
GPT-5.5 Pro only
2
Comparable categories
3 / 8

Pick GPT-5.5 Pro if you want the stronger benchmark profile. GLM-4.7 only becomes the better choice if you want the cheaper token bill.

Confidence note. This is a partial-evidence comparison with 5 shared benchmark results across 4 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GPT-5.5 Pro has the cleaner BenchAlign overall profile here, landing at 63.69 versus 61.16. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

GPT-5.5 Pro's sharpest advantage is in mathematics, where it averages 48.1 against 1.8. The single biggest benchmark swing on the page is FrontierMath v2 (Tiers 1-3), 2.439% to 51.000%.

GPT-5.5 Pro is also the more expensive model on tokens at $30.00 input / $180.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for GLM-4.7. That is roughly Infinityx on output cost alone. GPT-5.5 Pro gives you the larger context window at 1M, compared with 200K for GLM-4.7.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for GLM-4.7 and GPT-5.5 Pro
CategoryGLM-4.7ΔGPT-5.5 Pro
MathGLM-4.71.8Margin 46.3GPT-5.5 Pro48.1
AgenticGLM-4.745.7Margin 44.4GPT-5.5 Pro90.1
KnowledgeGLM-4.751.8Margin 5.4GPT-5.5 Pro57.2
CodingGLM-4.775.4MarginNo overlapGPT-5.5 ProNot measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · GLM-4.7B · GPT-5.5 Pro
  1. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 2.439%B 51.000%
    Winner: GPT-5.5 ProΔ 48.6
    FrontierMath v2 (Tiers 1-3): GLM-4.7 scored 2.439%; GPT-5.5 Pro scored 51.000%. GPT-5.5 Pro wins this benchmark.
  2. FrontierMath v2 (Tier 4)

    Math
    Source ↗
    A 0.000%B 39.600%
    Winner: GPT-5.5 ProΔ 39.6
    FrontierMath v2 (Tier 4): GLM-4.7 scored 0.000%; GPT-5.5 Pro scored 39.600%. GPT-5.5 Pro wins this benchmark.
  3. BrowseComp

    Agentic
    Source ↗
    A 52%B 90.1%
    Winner: GPT-5.5 ProΔ 38.1
    BrowseComp: GLM-4.7 scored 52%; GPT-5.5 Pro scored 90.1%. GPT-5.5 Pro wins this benchmark.
  4. HLE

    Knowledge
    Source ↗
    A 24.8%B 57.2%
    Winner: GPT-5.5 ProΔ 32.4
    HLE: GLM-4.7 scored 24.8%; GPT-5.5 Pro scored 57.2%. GPT-5.5 Pro wins this benchmark.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGLM-4.7GPT-5.5 ProComparison
Input / output priceUSD per 1M tokensGLM-4.7$0 input / $0 outputGPT-5.5 Pro$30 input / $180 outputGLM-4.7 has the lower combined listed price.
Generation speedtokens per secondGLM-4.782 tok/sGPT-5.5 ProNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGLM-4.71.10 sGPT-5.5 ProNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGLM-4.7200KGPT-5.5 Pro1MGPT-5.5 Pro lists the larger context window.

Benchmark Deep Dive

AgenticGPT-5.5 Pro wins
BenchmarkGLM-4.7GPT-5.5 ProResult
Terminal-Bench 2.0Source 41%Not comparable
BrowseCompSource 52%90.1%GPT-5.5 Pro leads
VITA-BenchSource 15.5%Not comparable
AA Agentic IndexSource 25.4%Not comparable
τ²-bench resultsSource 95.9%Not comparable
Gert LabsSource 39.95%Not comparable
GDPval-AASource 33.3%Not comparable
GDPval-AASource 1165Not comparable
Coding
BenchmarkGLM-4.7GPT-5.5 ProResult
SWE-bench VerifiedSource 73.8%Not comparable
LiveCodeBenchSource 84.9%Not comparable
SWE-RebenchSource 58.7%Not comparable
AA Coding IndexSource 45.3%Not comparable
AA-SciCodeSource 45.1%Not comparable
AA LiveCodeBenchSource 89.4%Not comparable
Reasoning
BenchmarkGLM-4.7GPT-5.5 ProResult
AA-LCRSource 64.0%Not comparable
CritPtSource 1.7%30.6%GPT-5.5 Pro leads
KnowledgeGPT-5.5 Pro wins
BenchmarkGLM-4.7GPT-5.5 ProResult
GPQASource 85.7%Not comparable
MMLU-ProSource 84.3%Not comparable
HLESource 24.8%57.2%GPT-5.5 Pro leads
Artificial Analysis Intelligence IndexSource 33.7%Not comparable
AA-GPQA DiamondSource 85.9%Not comparable
AA-HLESource 25.1%Not comparable
AA-Omniscience IndexSource -34.6%Not comparable
AA-Omniscience AccuracySource 29.3%Not comparable
AA-Omniscience Hallucination RateSource 90.3%Not comparable
HLE w/o toolsSource 43.1%Not comparable
MathGPT-5.5 Pro wins
BenchmarkGLM-4.7GPT-5.5 ProResult
AIME 2025Source 95.7%Not comparable
FrontierMath v2 (Tiers 1-3)Source 2.439%51.000%GPT-5.5 Pro leads
FrontierMath v2 (Tier 4)Source 0.000%39.600%GPT-5.5 Pro leads
FrontierMath (legacy)Source 52.4%Not comparable
Multimodal
BenchmarkGLM-4.7GPT-5.5 ProResult
Design Arena WebsiteSource 1255Not comparable
Inst. Following
BenchmarkGLM-4.7GPT-5.5 ProResult
AA-IFBenchSource 67.9%Not comparable
Frequently Asked Questions (4)

Which is better, GLM-4.7 or GPT-5.5 Pro?

GPT-5.5 Pro is ahead on BenchLM's BenchAlign leaderboard, 63.69 to 61.16. The biggest single separator in this matchup is FrontierMath v2 (Tiers 1-3), where the scores are 2.439% and 51.000%.

Which is better for knowledge tasks, GLM-4.7 or GPT-5.5 Pro?

GPT-5.5 Pro has the edge for knowledge tasks in this comparison, averaging 57.2 versus 51.8. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for math, GLM-4.7 or GPT-5.5 Pro?

GPT-5.5 Pro has the edge for math in this comparison, averaging 48.1 versus 1.8. Inside this category, FrontierMath v2 (Tiers 1-3) is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GLM-4.7 or GPT-5.5 Pro?

GPT-5.5 Pro has the edge for agentic tasks in this comparison, averaging 90.1 versus 45.7. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

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Last updated: July 22, 2026

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