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Compare / head-to-head

Amazon Nova ProvsGLM-4.5

Amazon Nova Pro and GLM-4.5 do not yet share a public benchmark, so quality cannot be compared apples-to-apples. GLM-4.5 is 1.4x cheaper per token. Amazon Nova Pro has the larger context window (300K tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0
no overlap yet
Cheaper per token
GLM-4.5
1.4x cheaper, input + output
Larger context
Amazon Nova Pro
300K tokens
Provider uptime (30d)
— · —
Amazon · Z.ai
Amazon Nova Pro
Amazon · released 2024-12-02
textvision
Context
300K
Max out
10K
Input /1M
$0.8
Output /1M
$3.2
Cached /1M
Scores
8 · 2 core
text
Context
128K
Max out
98K
Input /1M
$0.6
Output /1M
$2.2
Cached /1M
$0.11
Scores
2 · 2 core
Quality

Benchmark matrix

BenchmarkAmazon Nova ProGLM-4.5ΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Amazon Nova Pro reports · 8
MMLU85.9% not reported
ARC-C94.8% not reported
BBH86.9% not reported
DROP85.4% not reported
GPQA46.9% not reported
GSM8K94.8% not reported
IFEval92.1% not reported
MATH76.6% not reported
Only GLM-4.5 reports · 2
AIME 2025not reported93.3% matharena
LMArena Elonot reported1430.2
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Amazon Nova Pro minus GLM-4.5 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecAmazon Nova ProGLM-4.5Edge
Context window300K tokens128K tokensAmazon Nova Pro
Max output10K tokens98K tokensGLM-4.5
Input price / 1M$0.8 $0.6 GLM-4.5
Output price / 1M$3.2 $2.2 GLM-4.5
Cached input / 1M$0.11
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$4$2.8GLM-4.5
Modalitiestext · visiontextAmazon Nova Pro
Released2024-12-02
Cited benchmark scores82
Reliability

Provider status

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More matchups

Amazon Nova Pro vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run Amazon Nova Pro and GLM-4.5 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.