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GLM 5.3 Flash

Z.ai (Zhipu AI)huggingface.co/zai-org/GLM-5.3-Flash

GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context behavior while...

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data quality72

Updated 4 h ago · first seen 11 Sept 2026

model_01M294AJ50P57GSKVAN937X1AH

Overview

Identity

Identity block not returned by the API for this entity.

Openness

Openness not classified yet — no sourced evidence to place this model in the ontology.

Key facts

Release date

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 6 h agomedium

Openrouter id

Source:OpenRouter public model & pricing listingT2observed 11 h agomedium

Architecture

Architecture

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 10 h agomedium

Model type

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 10 h agomedium

Parameters

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium

Weights dtype

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 10 h agomedium

File size

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 10 h agomedium

Library name

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 10 h agomedium

Pipeline tag

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium

Hugging Face repo

Source:OpenRouter public model & pricing listingT2observed 11 h agomedium

Capabilities

Modalities

Modalities
imagetextvideo
Input
imagetextvideo
Output
text

Capabilities

  • Tool calling

    Yes

    OpenRouter public model & pricing listing · T2

  • Structured output

    Yes

    OpenRouter public model & pricing listing · T2

  • Reasoning

    Yes

    OpenRouter public model & pricing listing · T2

  • Vision

    Yes

    OpenRouter public model & pricing listing · T2

  • Audio

    Unavailable

  • Fine-tuning available

    Unavailable

Context window

Source:OpenRouter public model & pricing listingT2observed 8 h agomedium

Max output

Source:OpenRouter public model & pricing listingT2observed 11 h agomedium

Languages

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 10 h agomedium

Comparable same task and conditions · Partially comparable same task, conditions differ (effort, temperature, judge) · Not comparable different variant or metric

No benchmark results recorded

Results appear when a tier 1–3 source publishes them; we never copy scores without a source.
Current prices per 1M tokens
ProviderInput / 1MOutput / 1MCached inBatch in / outContextObservedSource
Z.ai APIz-ai/glm-5.3-flash:batch$0.075$0.25$0.0151.05M3 h agoopenrouter.aiT2
Fireworks AIfireworks/glm-5p3-flash$0.15$0.50$0.034 h agoapp.fireworks.aiT1
Together AIglm-5-3-flash$0.15$0.50$0.03$0.15 / $0.5010 h agotogether.aiT1
Z.ai APIz-ai/glm-5.3-flash$0.15$0.50$0.031.05M3 h agoopenrouter.aiT2

USD per 1M tokens as published by each provider (USD). Rows are append-only: every change is kept in the history below.

Price history

Step lines per provider; amber markers are recorded changes. Click a marker or a row for the evidence behind that price.

Output price · USD / 1M tokens 3 providers

Output price history of GLM 5.3 Flash$0$0.20$0.40$0.60Sept 26Sept 26Sept 26Sept 26Sept 26Sept 26Sept 26Sept 26Fireworks AI: first observed → $0.50 · 11 Sept 2026Z.ai API: first observed → $0.50 · 11 Sept 2026Z.ai API: $0.50 → $0.25 · 11 Sept 2026Together AI: first observed → $0.50 · 11 Sept 2026
  • Fireworks AI
  • Z.ai API
  • Together AI
  • Together AIfirst observed $0.5011 Sept 2026
  • Z.ai API$0.50$0.2511 Sept 2026
  • Z.ai APIfirst observed $0.5011 Sept 2026
  • Fireworks AIfirst observed $0.5011 Sept 2026

Input price · USD / 1M tokens 3 providers

Input price history of GLM 5.3 Flash$0$0.05$0.10$0.15$0.20Sept 26Sept 26Sept 26Sept 26Sept 26Sept 26Sept 26Sept 26Fireworks AI: first observed → $0.15 · 11 Sept 2026Z.ai API: first observed → $0.15 · 11 Sept 2026Z.ai API: $0.15 → $0.075 · 11 Sept 2026Together AI: first observed → $0.15 · 11 Sept 2026
  • Fireworks AI
  • Z.ai API
  • Together AI
  • Together AIfirst observed $0.1511 Sept 2026
  • Z.ai API$0.15$0.07511 Sept 2026
  • Z.ai APIfirst observed $0.1511 Sept 2026
  • Fireworks AIfirst observed $0.1511 Sept 2026

Hardware fit37

Estimated

6 of 37 device × quantization combinations fit.

Run locally: your machine →
Estimated hardware fit
HardwareQuantizationDevice memoryEst. memoryFits
Apple M3 Ultra4bit185.3 GB est.Yes
Mac Studio (Apple M5 Ultra)4bit185.3 GB est.Yes
Apple M2 Ultra4bit185.3 GB est.Yes
AMD Instinct MI300X4bit192 GB185.3 GB est.Yes
AMD Instinct MI325X4bit256 GB185.3 GB est.Yes
NVIDIA DGX B2004bit1,440 GB185.3 GB est.Yes
Apple M1 Ultra4bit185.3 GB est.No
Apple M3 Max4bit185.3 GB est.No
Apple M4 Max4bit185.3 GB est.No
Mac Studio (Apple M5 Max)4bit185.3 GB est.No
MacBook Pro (Apple M5 Max)4bit185.3 GB est.No
Apple M2 Max4bit185.3 GB est.No
Apple M1 Max4bit185.3 GB est.No
Apple M4 Pro4bit185.3 GB est.No
Mac mini (Apple M5 Pro)4bit185.3 GB est.No
MacBook Pro (Apple M5 Pro)4bit185.3 GB est.No
Apple M3 Pro4bit185.3 GB est.No
Apple M1 Pro4bit185.3 GB est.No
Apple M2 Pro4bit185.3 GB est.No
Apple M44bit185.3 GB est.No
iMac (Apple M4)4bit185.3 GB est.No
Mac mini (Apple M6)4bit185.3 GB est.No
MacBook Air (Apple M5)4bit185.3 GB est.No
MacBook Pro (Apple M5)4bit185.3 GB est.No
Apple M24bit185.3 GB est.No
Apple M34bit185.3 GB est.No
Apple M14bit185.3 GB est.No
NVIDIA GeForce RTX 30904bit24 GB185.3 GB est.No
NVIDIA GeForce RTX 40904bit24 GB185.3 GB est.No
NVIDIA GeForce RTX 50904bit32 GB185.3 GB est.No
NVIDIA A100 80GB4bit80 GB185.3 GB est.No
NVIDIA H100 SXM4bit80 GB185.3 GB est.No
NVIDIA H100 NVL4bit94 GB185.3 GB est.No
NVIDIA DGX Spark4bit128 GB185.3 GB est.No
NVIDIA H2004bit141 GB185.3 GB est.No
NVIDIA H200 NVL4bit141 GB185.3 GB est.No
NVIDIA B2004bit180 GB185.3 GB est.No
Assumptions (6)
  • Estimated, not measured: weights = parameters × bytes/param × 1.15 runtime overhead.
  • bytes/param: 4bit = 0.5, 8bit = 1.0, fp16 = 2.0 (uniform quantization, no per-layer exceptions).
  • KV cache approximated at 0.5 GB per 8 192 tokens of context, independent of architecture (GQA/MLA models need less).
  • A model 'fits' when the estimate is at most the device memory minus 2 GB reserved for the OS and framework.
  • Mixture-of-experts models are estimated on total parameters (all experts must be resident); active parameters are ignored.
  • Device memory uses the largest configuration when several are listed (e.g. Apple silicon tiers).

Papers1

  • Context window changedModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash: context length changed from 1000000 to 1310720

    Context window1M tokens1.31M tokensopenrouter
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 52.821% on LiveBench

    livebench_leaderboard
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 77.307% on LiveBench

    livebench_leaderboard
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 76.401% on LiveBench

    livebench_leaderboard
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 81.245% on LiveBench

    livebench_leaderboard
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 56.768% on LiveBench

    livebench_leaderboard
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 78.95% on LiveBench

    livebench_leaderboard
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 77.644% on LiveBench

    livebench_leaderboard
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 71.591% on LiveBench

    livebench_leaderboard
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 84.27% on Terminal-Bench

    artificial_analysis
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 32.83% on Terminal-Bench

    artificial_analysis
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 51.62% on SciCode

    artificial_analysis
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 39.85% on Humanity's Last Exam

    artificial_analysis
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 91.21% on GPQA

    artificial_analysis
  • Benchmark resultModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash scores 41.91 on Artificial Analysis Intelligence Index

    artificial_analysis
  • Context window changedModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash: context length changed from 1310720 to 1000000

    Context window1.31M tokens1M tokensartificial_analysis
  • Listed by providerModelGLM 5.3 FlashZ.ai (Zhipu AI)

    Together AI lists GLM 5.3 Flash at $0.15 in / $0.5 out per 1M tokens

    together_pricing
  • Release date changedModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash: release date changed from 2026-08-25 to 2026-08-26

    Release date25 Aug 202626 Aug 2026openrouter
  • Release date changedModelGLM 5.3 FlashZ.ai (Zhipu AI)

    GLM 5.3 Flash: release date changed from 2026-08-26 to 2026-08-25

    Release date26 Aug 202625 Aug 2026huggingface
  • Listed by providerModelGLM 5.3 FlashZ.ai (Zhipu AI)

    Z.ai API lists GLM 5.3 Flash at $0.075 in / $0.25 out per 1M tokens

    openrouter
  • Listed by providerModelGLM 5.3 FlashZ.ai (Zhipu AI)

    Z.ai API lists GLM 5.3 Flash at $0.15 in / $0.5 out per 1M tokens

    openrouter
  • New modelModelGLM 5.3 FlashZ.ai (Zhipu AI)

    New model: GLM 5.3 Flash

    fireworks_pricing
  • Listed by providerModelGLM 5.3 FlashZ.ai (Zhipu AI)

    Fireworks AI lists GLM 5.3 Flash at $0.15 in / $0.5 out per 1M tokens

    fireworks_pricing

Change history37

Temporal, append-only claims: a new observation closes the previous claim instead of overwriting it. Rewind the record with the as-of picker.

Viewing AI Atlas as of 12 Sept 2026 — attributes exactly as the atlas knew them on that day; later corrections are not shown.

Back to today →

Attributes as of 12 Sept 2026 44 claims in force

Release date
25 Aug 2026
Openness
open-weights
License
MIT
Architecture
Glm5NextForConditionalGeneration
Parameters
321.3B
Context window
1.31M tokens
Max output
131.1K tokens
Modalities
image, text, video
Input modalities
image, text, video
Output modalities
text
Languages
en, zh
Quantization format
fp8
File size
328.4 GB
Hugging Face repo
zai-org/GLM-5.3-Flash
Pipeline tag
image-text-to-text
Downloads
1,173,520
Likes
2,253
Aa context window
1,000,000
Aa openness
open-weights
Commercial use allowed
Yes
Derivatives allowed
Yes
Gated
No
Hf inference providers
baseten, deepinfra, fireworks-ai, novita, together, zai-org
Is quantized
Yes
Last modified
2026-09-07T12:13:47+00:00
Library name
transformers
Livebench hf link
https://huggingface.co/zai-org/GLM-5.3-Flash
Aa median output tokens per second
97.9
Downloads all time
1,173,520
Model type
glm5_next
Openrouter expiration date
31 Dec 2098
Openrouter id
z-ai/glm-5.3-flash
Openrouter listed at
26 Aug 2026
Reasoning
Yes
Redistribution allowed
Yes
Structured output
Yes
Supported parameters
frequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, presence_penalty, reasoning, reasoning_effort, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p
Tags
transformers, safetensors, glm5_next, image-text-to-text, en, zh, fp8
Tool calling
Yes
Vision
Yes
Weights available
Yes
Weights dtype
BF16, F32, F8_E4M3
37 claims · 35 properties

Release daterelease_date2

Claim history for Release date
ValueValid from → toStatusSourceConfidenceExtractor
25 Aug 2026currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
26 Aug 2026supersededOpenRouter public model & pricing listingT2mediumdeterministic

Opennessopenness1

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ValueValid from → toStatusSourceConfidenceExtractor
open-weightscurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Licenselicense1

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mitcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Architecturearchitecture1

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ValueValid from → toStatusSourceConfidenceExtractor
Glm5NextForConditionalGenerationcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Parametersparameter_count1

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ValueValid from → toStatusSourceConfidenceExtractor
321.3BcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Context windowcontext_length1

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ValueValid from → toStatusSourceConfidenceExtractor
1.31M tokenscurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Max outputmax_output_tokens1

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ValueValid from → toStatusSourceConfidenceExtractor
131.1K tokenscurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Modalitiesmodalities1

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ValueValid from → toStatusSourceConfidenceExtractor
image, text, videocurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Input modalitiesmodalities_input1

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ValueValid from → toStatusSourceConfidenceExtractor
image, text, videocurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Output modalitiesmodalities_output1

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ValueValid from → toStatusSourceConfidenceExtractor
textcurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Languageslanguages1

Claim history for Languages
ValueValid from → toStatusSourceConfidenceExtractor
en, zhcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Quantization formatquant_format1

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ValueValid from → toStatusSourceConfidenceExtractor
fp8currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

File sizefile_size_gb1

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ValueValid from → toStatusSourceConfidenceExtractor
328.4 GBcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Hugging Face repohf_repo1

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ValueValid from → toStatusSourceConfidenceExtractor
zai-org/GLM-5.3-FlashcurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Pipeline tagpipeline_tag1

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ValueValid from → toStatusSourceConfidenceExtractor
image-text-to-textcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Model cardmodel_card_url1

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https://huggingface.co/zai-org/GLM-5.3-FlashcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Downloadsmetric.downloads1

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ValueValid from → toStatusSourceConfidenceExtractor
1,173,520currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Likesmetric.likes2

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ValueValid from → toStatusSourceConfidenceExtractor
2,249currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
2,248supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Descriptiondescription1

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GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context behavior while...currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Gatedgated1

Claim history for Gated
ValueValid from → toStatusSourceConfidenceExtractor
NocurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Hf inference providershf_inference_providers1

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ValueValid from → toStatusSourceConfidenceExtractor
baseten, deepinfra, fireworks-ai, novita, together, zai-orgcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Is quantizedis_quantized1

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ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Last modifiedlast_modified1

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ValueValid from → toStatusSourceConfidenceExtractor
2026-09-07T12:13:47+00:00currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Library namelibrary_name1

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ValueValid from → toStatusSourceConfidenceExtractor
transformerscurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Downloads all timemetric.downloads_all_time1

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ValueValid from → toStatusSourceConfidenceExtractor
1,173,520currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Model typemodel_type1

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ValueValid from → toStatusSourceConfidenceExtractor
glm5_nextcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Openrouter expiration dateopenrouter_expiration_date1

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ValueValid from → toStatusSourceConfidenceExtractor
31 Dec 2098currentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Openrouter idopenrouter_id1

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ValueValid from → toStatusSourceConfidenceExtractor
z-ai/glm-5.3-flashcurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Reasoningreasoning1

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ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Structured outputstructured_output1

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ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Supported parameterssupported_parameters1

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frequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, presence_penalty, reasoning, reasoning_effort, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_pcurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Tagstags1

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ValueValid from → toStatusSourceConfidenceExtractor
transformers, safetensors, glm5_next, image-text-to-text, en, zh, fp8currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Tool callingtool_calling1

Claim history for Tool calling
ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Visionvision1

Claim history for Vision
ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentOpenRouter public model & pricing listingT2mediumdeterministic

Weights dtypeweights_dtype1

Claim history for Weights dtype
ValueValid from → toStatusSourceConfidenceExtractor
BF16, F32, F8_E4M3currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →

Provenance

Attributed facts

38

Source tiers

T238

Freshest observation

4 h ago

Conflicts

None

Source documents 8

Source documents
SourceDocumentTypeTierLast observedSnapshots
Fireworks AI — pricingdocs.fireworks.ai/serverless/pricing.md pricingT1· Official4 h ago2
Together AI — pricingtogether.ai/pricing pricingT1· Official4 h ago1
OpenRouter public model & pricing listingopenrouter.ai/api/v1/models catalogueT2· Quality secondary3 h ago6
Hugging Face Hub (public pages, model cards, papers)huggingface.co/zai-org/GLM-5.3-Flash/raw/main/README.md model_cardT2· Quality secondary4 h ago1
Hugging Face Hub (public pages, model cards, papers)huggingface.co/zai-org/GLM-5.3-Flash model_pageT2· Quality secondary5 h ago4
Hugging Face Hub (public pages, model cards, papers)huggingface.co/models?author=zai-org&p=0&sort=downloads listingT2· Quality secondary5 h ago6
LiveBenchlivebench.ai/table_2026_06_25.csv leaderboardT2· Quality secondary9 h ago1
Artificial Analysisartificialanalysis.ai/leaderboards/models leaderboardT2· Quality secondary9 h ago1

Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.

Data quality (72/100) measures how well AI Atlas knows this entity — completeness, primary-source ratio, freshness, conflicts — never how good the model is. Methodology →