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open weights
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glm-5.3-flashZ.AI

from /1M in$0.07runware inc.
context1.0M1.0M out
best ttft103mssference
price spread2.7x7 endpoints
endpoints
7
regions
2
best tok/s
169
api
chat
released
August 2026
eu routing
available

capabilities 5/8

visionreasoningtoolscachingweb searchjson schemacomputer useimage gen

The same weights cost 2.7x more on sference than on runware inc.. That is what the endpoints table is for.

endpoints

7 / 2 regions
Providers serving glm-5.3-flash, with pricing and measured performance. Best value in each column is coloured.
#flags
1Runware Inc.Global1.0M$0.07$0.25$0.011.97s169.0zdr
2DeepInfra Inc.Global1.0M$0.15$0.50$0.031.90s40.0zdr
3Fireworks AIGlobal1.0M$0.15$0.50$0.031.57s62.0-zdr
4Novita AIGlobal1.0M$0.15$0.50$0.035.81s103.0zdr
5Z.aiGlobal1M$0.15$0.50$0.035.71s-zdr
6sferenceEU1M$0.20$0.60$0.07103ms79.0zdr
7TensorX Ltd.EU1.0M$0.20$0.50$0.051.77s72.0zdr
provider price, no markupper 1M tokensblank where no qualifying sample

measured

through Sep 12
median
-561ms2.99s6.53s07-0608-0309-075.94s2.21s2.06s1.71s1.47s999ms90ms
hover the plot for weekly values
time to first token per provider: current value, window low and high, and change across the window
providernowlowhighchange
sference103ms30ms506ms-82%
Fireworks AI1.57s1.09s1.54s+8.5%
TensorX Ltd.1.77s999ms2.11s-12%
DeepInfra Inc.1.90s874ms1.83s-6.6%
Runware Inc.1.97s1.31s2.21s+69%
Z.ai5.71s2.98s5.94s+23%
Novita AI5.81s1.97s5.47s-5.2%

median wait before the first token lands. this is the number a user feels, and it moves with provider load through the day.

Lines are steps: each sample is one week of traffic held flat, not a slide from the week before. Click a name in the key to drop it from the plot. Measured through Sep 12.

benchmarks

artificial analysis
Benchmark scores, each normalised to 100
evalScore as a share of 100/100
GPQA Diamond91.2
Coding Index71.5
SciCode51.6
Intelligence Index41.9
Humanity's Last Exam39.9
5 evalsmean59.2

Scores from Artificial Analysis and public leaderboards, normalised to 100. Bar colour is the band, not the rank: green 80 and up, blue 55 and up, amber 30 and up. Benchmarks measure narrow skills, so test on your own workload before committing. Released 2026-08-26.

call it

model=
glm-5.3-flash

requesty routes this id across every provider serving glm-5.3-flash, picking on price and health and failing over automatically. the id stays valid when a provider changes underneath it

Base url is https://router.requesty.ai/v1 for every id here. One key reaches the whole catalog.

quickstart

openai compatible
main.py
from openai import OpenAI client = OpenAI(    api_key="YOUR_REQUESTY_API_KEY",    base_url="https://router.requesty.ai/v1",) response = client.chat.completions.create(    model="glm-5.3-flash",    messages=[        {"role": "user", "content": "Explain quantum computing in one paragraph."},    ],) print(response.choices[0].message.content)

Change the base url, use your Requesty key, set the model to any id in the call pane. Existing OpenAI SDK code needs no other edit, and the same key reaches every other model in the catalog, so switching later is a one-parameter change. Browse all models

notes

reference

GLM-5.3-Flash is a native multimodal model from Z.ai, suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context behavior while reducing compute overhead. Accepts text, image and video input.

questions 7

Which providers serve glm-5.3-flash?
glm-5.3-flash is available from 7 providers through Requesty: Runware Inc., DeepInfra Inc., Fireworks AI, Novita AI, Z.ai, sference. All endpoints share one OpenAI-compatible API and one key, and Requesty fails over between them automatically.
How much does glm-5.3-flash cost?
Pricing starts at $0.07 per million input tokens and $0.25 per million output tokens on the cheapest provider. Prices vary by provider and region; the table above shows every endpoint. Requesty charges exactly what the upstream provider charges, with no markup.
Is glm-5.3-flash open weights?
Yes. glm-5.3-flash is an open-weights model from Z.AI, which is why multiple inference providers can host it. Provider choice affects price, latency, and data-privacy terms, all compared above.
What is the context window of glm-5.3-flash?
glm-5.3-flash supports up to 1.0M tokens of context, with up to 1.0M output tokens per response. Some providers expose a smaller window; check the per-endpoint context column above.
Which provider is fastest for glm-5.3-flash?
In recent production traffic through Requesty, sference had the lowest median time to first token (103ms) for glm-5.3-flash. Latency shifts over time, so Requesty's latency-based routing picks the fastest healthy provider per request automatically.
How do I use glm-5.3-flash with the OpenAI SDK?
Install the OpenAI SDK, set base_url to "https://router.requesty.ai/v1", set your API key to your Requesty key, and set the model to "glm-5.3-flash" or any endpoint id from the table above. The quickstart section shows Python, JavaScript and cURL snippets.
Should I call glm-5.3-flash by its managed id or a provider id?
Use the managed id, "glm-5.3-flash". Requesty picks which of the 7 providers serves each request based on price and health, and fails over when one degrades, so the id keeps working while the routing changes underneath it. There is also an EU-only id, "glm-5.3-flash@eu", which routes the same way but only through EU-hosted providers. Send a provider id like "runware/glm-5.3-flash" only when you need one specific deployment and want no failover.

more from z.ai 6

Other Z.AI models
modelcontextfrom /Mproviders
glm-5.31.0M$1.206
glm-5.2-fast1M$2.101
glm-5.21.0M$0.8011
glm-5.1205K$0.845
glm-5203K$1.002
glm-4.7200K$0.601

route glm-5.3-flash through one endpoint

One key for 7 providers on this model and 600+ others. No markup on provider prices, automatic failover, caching built in. Weekly aggregates in the measured pane come from production traffic routed through Requesty, one line per provider on a shared axis. Methodology

glm-5.3-flash7 providers7 endpointsfrom $0.07 /1M inctx 1.0Mttft 103msspread 2.7xupdated Sep 12