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Compare / head-to-head

GLM-4.5-XvsMAI-Thinking-1

GLM-4.5-X and MAI-Thinking-1 do not yet share a public benchmark, so quality cannot be compared apples-to-apples. MAI-Thinking-1 has the larger context window (256K tokens).

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

Shared benchmarks
0
no overlap yet
Cheaper per token
list price, input + output
Larger context
MAI-Thinking-1
256K tokens
Provider uptime (30d)
— · —
Z.ai · Microsoft
text
Context
128K
Max out
98K
Input /1M
$2.2
Output /1M
$8.9
Cached /1M
$0.45
Scores
0 · 0 core
MAI-Thinking-1
Microsoft · released 2026-08-12
text
Context
256K
Max out
64K
Input /1M
Output /1M
Cached /1M
Scores
15 · 7 core
Quality

Benchmark matrix

BenchmarkGLM-4.5-XMAI-Thinking-1ΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only GLM-4.5-X reports · 0
GLM-4.5-X reports nothing MAI-Thinking-1 does not.
Only MAI-Thinking-1 reports · 15
SWE-bench Verifiednot reported73.5%
GPQA Diamondnot reported84.2%
MMLU-Pronot reported85%
AIME 2025not reported97%
AIME 2026not reported94.5%
AdvancedIFnot reported85%
BFCL v3not reported72%
GraphWalks (<=128K)not reported90%
HMMT February 2026not reported84.9%
IFBenchnot reported69%
LiveCodeBench v6not reported87.7%
MultiChallengenot reported53%
SimpleQA Verifiednot reported31%
SWE-bench Pronot reported52.8%
Terminal-Bench 2.0not reported46%
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 GLM-4.5-X minus MAI-Thinking-1 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

SpecGLM-4.5-XMAI-Thinking-1Edge
Context window128K tokens256K tokensMAI-Thinking-1
Max output98K tokens64K tokensGLM-4.5-X
Input price / 1M$2.2
Output price / 1M$8.9
Cached input / 1M$0.45
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$11.1
ModalitiestexttextTie
Released2026-08-12
Cited benchmark scores015
Reliability

Provider status

All providers
Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run GLM-4.5-X and MAI-Thinking-1 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.