Model
GLM 5.3 Flash API: fast and plenty, with no token bill
Bots, ticket triage, email drafts: simple tasks, but thousands of them. With per-token pricing these flows get more expensive with every customer. GLM 5.3 Flash on a subscription answers fast and the price does not depend on volume.
The model at a glance
Coming soon- Context
- 128K tokens
- Images
- Reads screenshots and diagrams
- Best for
- fast, high-volume tasks
- Token limit
- None, you pay for streams
glm-5.3-flashAPI model IDWhat GLM 5.3 Flash is for
GLM 5.3 Flash is a fast model for high-volume, repetitive tasks where speed and a predictable price matter.
It understands images, so it fits bots that read receipts, ticket screenshots and simple documents.
Strengths
- Fast answers for interactive bots
- Understands images
- Good at classification and field extraction
- 128K token context
Typical tasks
- A Telegram support bot that triages requests
- Classify incoming emails and leads
- Extract data from receipt and document photos
- Draft replies to customers
GLM 5.3 Flash pricing
GLM 5.3 Flash
Coming soon1 stream 4+ streams, each 3 days $2.47₸1,040 $1.90₸800 7 days $4.81₸2,080 $3.70₸1,600 30 days $13.91₸6,020 $10.70₸4,630
Price per stream. Volume discount: 2–3 streams pay 88%, 4 or more pay 77% of the single-stream price. Streams and periods stack. Prices sync from the dashboard automatically.
Python example
The official openai library works as is, only the address and key change.
from openai import OpenAI
client = OpenAI(base_url="https://tenzo-cloud.com/v1", api_key="tc-your-key")
stream = client.chat.completions.create(
model="glm-5.3-flash",
messages=[{"role": "user", "content": "Hello!"}],
stream=True,
)
for chunk in stream:
print(chunk.choices[0].delta.content or "", end="")The same with curl
curl https://tenzo-cloud.com/v1/chat/completions \
-H "Authorization: Bearer tc-your-key" \
-H "Content-Type: application/json" \
-d '{"model": "glm-5.3-flash", "stream": true,
"messages": [{"role": "user", "content": "Hello!"}]}'Compared with other models
- Qwen 3.8 MaxOperationalBest for: large codebases and documentsContext: 256K tokensReads screenshots and diagrams
- GLM 5.3Coming soonBest for: code and agentsContext: 200K tokensText and code only
- DeepSeek V4 ProComing soonBest for: reasoning and reviewsContext: 128K tokensText and code only
- GLM 5.3 FlashComing soonBest for: fast, high-volume tasksContext: 128K tokensReads screenshots and diagrams
- DeepSeek V4.1 FlashComing soonBest for: fast, high-volume tasksContext: 128K tokensReads screenshots and diagrams
FAQ
When should I pick Flash over a large model?
Pick Flash when tasks are many, similar and need a fast answer. For complex code and long documents choose Qwen 3.8 Max or GLM 5.3.
Does GLM 5.3 Flash have a token limit?
No. We do not count tokens or bill for them. Only concurrency is limited: as many simultaneous requests as streams you bought, and up to 120 new requests a minute per account.
How do I connect GLM 5.3 Flash to Cursor or Claude Code?
Set the address to https://tenzo-cloud.com/v1, use a key from the dashboard and set the model to glm-5.3-flash. The dashboard has ready configs for Claude Code, Codex, OpenCode, Cursor and VS Code with a test button.
How do I pay without a foreign card?
Prices are in tenge, with rubles and dollars at the exchange rate. Available payment methods are shown at checkout. If none suits you yet, message support in Telegram and we will help.
See also
- ModelsDeepSeek V4.1 Flash API: a fast model with no token limitsDeepSeek V4.1 Flash over an OpenAI-compatible API: a fast model for bots and automation, understands images, 128K token context. A fixed price per stream, no VPN.Learn more
- Integrationsn8n and AI without a token bill: automation at a fixed priceHow to connect n8n to Tenzo Cloud models through OpenAI credentials with a Base URL: AI Agent and OpenAI Chat Model with no token bill and no VPN. Step by step, with errors.Learn more
- SolutionsPrivate AI for business: like your own model, minus the serversPrivate AI for companies: API prompts and answers are kept neither in the database nor in logs. Keys limited by IP and models, a fixed price per period.Learn more
- BlogParallel streams: what they are and how many you needA stream is one concurrent request to the model. How many streams you need for yourself, a team, an agent or a bot, what happens when you run short, and why streams beat per-token billing.Learn more
Try it on your own work
Three free hours with every model, no card and no VPN. Connect Cursor, Claude Code or your own code in a minute.