GLM-5V-Turbo vs Moonshot v1

Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.

Agentic
Coding
Multimodal & Grounded
Reasoning
Knowledge
Instruction Following
Multilingual
Mathematics

GLM-5V-Turbo· Moonshot v1

Quick Verdict

Pick GLM-5V-Turbo if you want the stronger benchmark profile. Moonshot v1 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

GLM-5V-Turbo is clearly ahead on the aggregate, 58 to 43. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GLM-5V-Turbo's sharpest advantage is in agentic, where it averages 58 against 42.8. The single biggest benchmark swing on the page is BrowseComp, 51.9% to 49%.

GLM-5V-Turbo gives you the larger context window at 200K, compared with 128K for Moonshot v1.

Operational tradeoffs

Price$1.20 / $4.00Pricing unavailable
SpeedN/AN/A
TTFTN/AN/A
Context200K128K

Decision framing

BenchLM keeps the benchmark table and the operator tradeoffs on the same page so a better score does not hide a materially slower, pricier, or smaller-context model.

Runtime metrics show N/A when BenchLM does not have a sourced snapshot for that exact model. The scoring rules and freshness policy are documented on the methodology page.

BenchmarkGLM-5V-TurboMoonshot v1
AgenticGLM-5V-Turbo wins
BrowseComp51.9%49%
OSWorld-Verified62.3%
BrowseComp-VL51.9%
OSWorld62.3%
AndroidWorld75.7%
WebVoyager88.5%
Terminal-Bench 2.039%
Coding
HumanEval45%
SWE-bench Verified34%
LiveCodeBench21%
SWE-bench Pro30%
Multimodal & Grounded
Design2Code94.8%
Flame-VLM-Code93.8%
Vision2Web31.0%
ImageMining30.7%
MMSearch72.9%
MMSearch-Plus30.0%
SimpleVQA78.2%
Facts-VLM58.6%
V*89.0%
MMMU-Pro49%
OfficeQA Pro57%
Reasoning
MuSR49%
BBH73%
LongBench v258%
MRCRv256%
Knowledge
MMLU53%
GPQA52%
SuperGPQA50%
MMLU-Pro64%
HLE5%
FrontierScience49%
SimpleQA51%
Instruction Following
IFEval77%
Multilingual
MGSM73%
MMLU-ProX68%
Mathematics
AIME 202353%
AIME 202455%
AIME 202554%
HMMT Feb 202349%
HMMT Feb 202451%
HMMT Feb 202550%
BRUMO 202552%
Frequently Asked Questions (2)

Which is better, GLM-5V-Turbo or Moonshot v1?

GLM-5V-Turbo is ahead overall, 58 to 43. The biggest single separator in this matchup is BrowseComp, where the scores are 51.9% and 49%.

Which is better for agentic tasks, GLM-5V-Turbo or Moonshot v1?

GLM-5V-Turbo has the edge for agentic tasks in this comparison, averaging 58 versus 42.8. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Last updated: April 1, 2026

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