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ModelCap

GLM 5.3 Flash

Current board #14Arena #29Official publisher releaseOpen weights7d #11 → #14

Z.ai·z-ai/glm-5.3-flash

GLM 5.3 Flash is ModelCap current-board rank #14 with Index 78.7 (Measured), from the ModelCap Index as of 9 Sept 2026, 19:33 UTC.

GLM 5.3 Flash listed OpenRouter input price is $0.075 per 1M tokens and listed output price is $0.25 per 1M tokens, from OpenRouter listed prices as of 9 Sept 2026, 19:33 UTC.

GLM 5.3 Flash has a published context limit of 1.3M tokens in the ModelCap catalogue as of 9 Sept 2026, 19:33 UTC.

GLM 5.3 Flash has 26 published OpenRouter serving endpoints, from OpenRouter as of 9 Sept 2026, 19:33 UTC.

GLM 5.3 Flash weight access is open weights, from ModelCap classification of published repository metadata as of 9 Sept 2026, 19:33 UTC.

Snapshot facts · download the public dataset · methodology

ModelCap Index · Current board
78.7#14
Measured · 75% support · score interval 70.8–86.6
Evidence as of 8 Sept 2026, 00:00 UTC
Market Gravity
84.8
Secondary market signal
Input
$0.075
per 1M tokens
Output
$0.25
per 1M tokens
Context
1.3M
tokens
Providers
26
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
DeepInfrafp4Cheapest$0.075$0.251Mfp495.53%
Z.AIfp8$0.075$0.251Mfp883.77%
Wafer$0.10$0.351M97.44%
GMICloudfp8$0.112$0.3751Mfp898.70%
Relacefp4$0.12$0.401Mfp499.26%
Novitafp8$0.132$0.441Mfp899.42%
StreamLakefp8$0.135$0.451Mfp899.57%
Makora$0.14$0.471M99.47%
Modalfp8$0.15$0.501Mfp899.93%
Crusoefp4$0.15$0.501Mfp498.41%
CoreWeavefp8$0.15$0.501Mfp899.59%
Sail Researchfp8$0.15$0.501Mfp899.62%
NextBitfp8$0.15$0.501Mfp899.88%
Fireworks$0.15$0.501M
Phalafp8$0.15$0.501Mfp898.62%
Friendli$0.15$0.501M95.63%
SiliconFlowfp8$0.15$0.501Mfp899.38%
DigitalOcean$0.15$0.501M99.62%
Together$0.15$0.501M80.81%
Rekafp8$0.15$0.50262Kfp899.01%
Parasailfp8$0.15$0.501Mfp899.22%
BaseTenfp8$0.15$0.501Mfp8100.0%
Venice$0.15$0.501M94.44%
Io Netfp8$0.15$0.50262Kfp899.64%
Cloudflare$0.15$0.501.3M98.82%
Morphfp8$0.388$1.361Mfp869.14%

Hugging Face Inference Providers

Exact repository identity

Provider economics and telemetry published by the Hugging Face Router. These are operational signals, not benchmark results.

ProviderInputOutputContextTTFTThroughputFeatures
baseten
live
$0.15$0.501M628 ms89.6 tok/stools · structured
deepinfra
live
$0.15$0.501M3164 ms10.9 tok/stools · structured
novita
live
$0.15$0.501M3295 ms47.4 tok/stools
together
live
$0.15$0.501M601 ms77.4 tok/stools
fireworks-ai
live
1M1027 ms52.7 tok/stools · structured
zai-org
live · model author
2117 ms63.1 tok/stools

Reasoning efforts

Best supported result can inform ModelCap

Published Max, X-High, High and other configurations for this model. These are sourced scores, not head-to-head essays.

EffortAgent scoreSource rankSampleSource
Default
GLM 5.3 Flash
2.00%
CI 1.12.9%
#212.4M obs
24K sessions
LMArena Agent
Match 100%

Reported evaluation leads (13)

Not independent measurement

Structured rows reported in this exact model repository at the pinned revision below. They are the publisher talking about itself: never measured evidence, never a score input on their own. They remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.

Dataset / taskMetricValueRevisionProvenance
cais/hle
hle
55.3
Unpinned
not published
Reported
Quarantined
datacurve/deep-swe
deep_swe
63.4
Unpinned
not published
Reported
Quarantined
harborframework/terminal-bench-2.1
terminalbench_2_1
84.3
Unpinned
not published
Reported
Quarantined
llamaindex/ExtractBench
mean
80.75
Unpinned
not published
Reported
Quarantined
llamaindex/ExtractBench
short
96.3
Unpinned
not published
Reported
Quarantined
llamaindex/ExtractBench
medium
51.56
Unpinned
not published
Reported
Quarantined
llamaindex/ExtractBench
long
27.83
Unpinned
not published
Reported
Quarantined
llamaindex/ParseBench
mean
70.75
Unpinned
not published
Reported
Quarantined
llamaindex/ParseBench
text_content
88.34
Unpinned
not published
Reported
Quarantined
llamaindex/ParseBench
text_formatting
79.49
Unpinned
not published
Reported
Quarantined
llamaindex/ParseBench
layout
41.78
Unpinned
not published
Reported
Quarantined
llamaindex/ParseBench
chart
54.96
Unpinned
not published
Reported
Quarantined
llamaindex/ParseBench
table
89.18
Unpinned
not published
Reported
Quarantined

Other versions (1)

ModelCap Index · Current board

Methodology
78.7
Measured · 4 public benchmark observations across 4 boards
Current board
#14
Public rank basis
Measured (measured)
Index support
74.5% · strong
Index interval
70.8–86.6
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Evidence as of
8 Sept 2026, 00:00 UTC
Identity binding
Exact catalogue product · z-ai/z-ai/glm-5.3-flash/fp8 · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata zai-org/GLM-5.3-Flash@eb9eb208eb0d988989d07a6a12d0fdeb5f52574a (not the evaluation revision)
Index observations used
4
Qualified Index evidence point
78.7
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
78.7
Evidence status
confirmed · 91% mass
General preference
79.7
Coding
82.0
Agents & tools
51.9
Reasoning
Evidence breadth
97%
Evidence coverage
75%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
80.9
Liquidity (providers × uptime)
96.5
Open reach (HF downloads)
76.4
Surface (context / tools / modalities)
100.0
Freshness
94.7
  • · OpenRouter popularity #3
  • · 26 live providers
  • · HF 30d downloads 826875
  • · Catalogue: context 1310720, reasoning, tools, modalities Text/Image/Video
  • · First seen 2026-08-26

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

BES evidence selected · measured input only

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Deployment readiness

Metadata index
91.2
strong · 94% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
100.0
Deployability
98.2
Evaluation provenance
81.3

Missing: artifactReproducibility.base-lineage, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
84.8
OpenRouter weekly popularity
#3 of 312
Vercel token share · 7d
6.24%
Vercel request share · 7d
3.05%
Venue data through
2026-09-09

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

Status
Ranked
Source
LMArena
Official rank
#29 of 399
Rating
1474.2
95% confidence interval
1465–1483
Votes
5K
Source published at
2 Sept 2026, 00:00 UTC
Category
overall
Identity match confidence
100%

Market Gravity breakdown

Usage55%
80.9

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
96.5

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
76.4

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
94.7

Time since first public availability, on a six-month half-life.

Specification

Context window
1.3M tokens
Max output
131K tokens
Inputs
Text, Image, Video
Outputs
Text
Tokenizer
Other
Cached input tokens
$0.015 / 1M
First seen on OpenRouter
26 Aug 2026

Capabilities

  • Supported: Reasoning
  • Supported: Tool use
  • Supported: Structured output
  • Supported: Response format
  • Not supported: Moderated

Weights & access

Open weights. Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI.

Access
Open weights
Licence
mit
Pinned revision
eb9eb208eb0d
Parameters
321.3B
Architecture
Glm5NextForConditionalGeneration
Model type
glm5_next
Hugging Face downloads (30d)
827K
Downloads (all time)
827K
Likes
2K
Repository updated
7 Sept 2026, 12:13 UTC

Compare GLM 5.3 Flash with

Pick any model

Benchmark leaderboards featuring GLM 5.3 Flash

All leaderboards
Public benchmark boards on which GLM 5.3 Flash has a published result
LeaderboardScoreSource rankConfigurationPublished
Arena coding leaderboardArena (LMArena)15341517–1551#9 of 394Default2 Sept 2026
LMArena Agent leaderboardLMArena2.0%1.1%–2.9%#21 of 43Default8 Sept 2026
Artificial Analysis Intelligence IndexArtificial Analysis41.9#29 of 132intelligence-index:v4.3:reasoning-unspecified7 Sept 2026
Terminal-Bench 2.1 (Artificial Analysis run)Artificial Analysis84.3%#30 of 236terminal-bench:2.1:terminus-2:e2b:pass-at-1:3-repeats:source-model="GLM-5.3-Flash":reasoning=true5 Sept 2026
Humanity's Last Exam (Artificial Analysis run)Artificial Analysis39.9%#56 of 603hle:may-2025:text-only-2158:no-tools:pass-at-1:source-model="GLM-5.3-Flash":reasoning=true5 Sept 2026

Alternatives to GLM 5.3 Flash, by the numbers

Ranked neighbours

Models within 3 places of #14 on the ModelCap Index.

Cheaper at a similar or higher Index

Index score within 3 points of, or above, this model's, with a lower listed blended price (3:1 input:output).

Other ranked Z.ai models

The same publisher's other current models with a public Index position.

GLM 5.3 Flash: common questions

How does GLM 5.3 Flash rank among AI models?

GLM 5.3 Flash holds ModelCap Index position #14 of 187 ranked language models as of 9 September 2026, with an Index score of 78.7 (interval 70.8–86.6); evidence: measured. The Index combines public benchmark boards with published uncertainty; the methodology page explains the weighting.

How much does GLM 5.3 Flash cost per 1M tokens?

GLM 5.3 Flash is listed at $0.075 per 1M input tokens and $0.25 per 1M output tokens as of 9 September 2026 across 26 providers. Prices come from the OpenRouter catalogue and re-observe on every refresh. For 1,000 requests using 2,000 input and 500 output tokens each, the listed rates imply $0.275 total (2M input + 0.5M output). This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the chosen endpoint's rate and limits before budgeting.

What is the context window of GLM 5.3 Flash?

GLM 5.3 Flash has a published context window of 1.3M tokens (1,310,720) and a maximum output of 131K tokens. Individual providers can serve less than the published maximum; the providers table lists each endpoint's own limit.

Is GLM 5.3 Flash open-weight?

Open weights (mit). Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI. The repository is zai-org/GLM-5.3-Flash on Hugging Face.

Which API providers serve GLM 5.3 Flash?

26 providers serve GLM 5.3 Flash through OpenRouter as of 9 September 2026: DeepInfra, Z.AI, Wafer, GMICloud, Relace and Novita and 20 more. Each provider's price, context limit, quantization and measured uptime are in the providers table above.

Which benchmarks has GLM 5.3 Flash been evaluated on?

GLM 5.3 Flash has published results on 5 public boards tracked by ModelCap as of 9 September 2026: Arena coding 1534 (#9 of 394), LMArena Agent 2.0% (#21 of 43), AA Intelligence Index 41.9 (#29 of 132), AA Terminal-Bench 2.1 84.3% (#30 of 236) and AA Humanity's Last Exam 39.9% (#56 of 603). Each board page ranks every tracked model on that benchmark; the ModelCap Index combines them with published uncertainty.

How does GLM 5.3 Flash compare with Gemini 3.1 Pro Preview?

GLM 5.3 Flash ranks #14 (Index 78.7) and Gemini 3.1 Pro Preview ranks #15 (Index 78.4) on the ModelCap Index as of 9 September 2026. The head-to-head page lines up their benchmarks, listed prices, context windows and provider counts side by side.

When was GLM 5.3 Flash released?

GLM 5.3 Flash first appeared in the catalogue on 26 Aug 2026. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.