# GLM-5.3 Flash Cybersecurity API pricing

ZHIPU GLM / TEXT

> GLM-5.3 Flash Cybersecurity via one OpenAI-compatible key: $0.30 in / $1.00 out per 1M tokens. Model ID glm-5.3-flash-cybersecurity.

$0.30 in / $1.00 out per 1M tokens

GLM-5.3 Flash Cybersecurity costs $0.30 per 1M input tokens and $1.00 per 1M output tokens (cached input $0.15). Call it with model ID `glm-5.3-flash-cybersecurity` at `https://api.outrun.to/v1` using one prepaid Outrun key. Prices as of October 30, 2026.

`glm-5.3-flash-cybersecurity`OpenAI compatibleVision

USD / 1M TOKENS

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

[Get a key ↗](https://outrun.to/overview)

Standard

| Token type | Outrun |
| --- | --- |
| Input | **$0.30** |
| Cached input | **$0.15** |
| Output | **$1.00** |

Billed prices, rounded up to the cent. Prices as of October 30, 2026.

Context window

1,048,576 tokens

Max output

32,768 tokens

Input

Text + images

## What is GLM-5.3 Flash Cybersecurity?

GLM-5.3 Flash Cybersecurity is a text model in the Outrun catalog. Tuned specifically for cybersecurity work, including security research, red teaming and bug finding. The base model is GLM-5.3 Flash. The standard rate is $0.30 in / $1.00 out per 1M tokens.

## What are the GLM-5.3 Flash Cybersecurity model details?

| Model detail | Value |
| --- | --- |
| Developer | Zhipu AI |
| Base model | [GLM-5.3 Flash](https://outrun.to/model/glm-5.3-flash) |
| Kind | Text |
| Parameters | 320B total / 18B active (base model) |
| Licence | MIT (base model) |

## How do I call GLM-5.3 Flash Cybersecurity?

Use your Outrun key and the exact model ID. Requests use prepaid USD credit.

cURL

```
curl https://api.outrun.to/v1/chat/completions \
  -H "Authorization: Bearer $OUTRUN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
  "model": "glm-5.3-flash-cybersecurity",
  "messages": [
    {
      "role": "user",
      "content": "Hello!"
    }
  ],
  "max_tokens": 8192
}'
```

Python · OpenAI SDK

```
import os
from openai import OpenAI

client = OpenAI(
    base_url="https://api.outrun.to/v1",
    api_key=os.environ["OUTRUN_API_KEY"],
)
reply = client.chat.completions.create(
    model="glm-5.3-flash-cybersecurity",
    messages=[{"role": "user", "content": "Hello!"}],
    max_tokens=8192,
)
print(reply.choices[0].message.content)
```

## Which tools work with GLM-5.3 Flash Cybersecurity?

Any client that accepts an OpenAI-compatible base URL and a model ID can use `glm-5.3-flash-cybersecurity`. Setup guides: [Cline (OpenAI Compatible)](https://outrun.to/docs/setup/cline), [OpenCode](https://outrun.to/docs/setup/opencode), [SillyTavern](https://outrun.to/docs/setup/sillytavern), [LiteLLM](https://outrun.to/docs/setup/litellm).

Use these setup values for this model ID. Recommended output settings can be lower than the route maximum.

| Set this value | Value |
| --- | --- |
| API format | `OpenAI compatible` |
| Base URL | `https://api.outrun.to/v1` |
| Model ID | `glm-5.3-flash-cybersecurity` |
| Context window | `1,048,576` |
| Max output setting | `8,192` |
| Temperature | `1` |
| Streaming | `Yes` |
| Image support | `Yes` |
| R1 format | `No` |
| Include max tokens | `Yes` |
| Reasoning override | `No` |
| Prompt caching setting | `No` |

| Capability | Supported |
| --- | --- |
| Tool calling | Yes |
| Streaming | Yes |
| Reasoning | Yes |
| Structured output | No |
| Parallel tools | No |
| Image input | Yes |
| Roo Code ready | Yes |

## How does GLM-5.3 Flash Cybersecurity compare on cost?

| Model | Input / output | 1,000 chat turns |
| --- | --- | --- |
| [GLM-5.3 Flash](https://outrun.to/model/glm-5.3-flash) | $0.12 / $0.42 | $0.25 |
| [GLM-5.3 Flash Cybersecurity](https://outrun.to/model/glm-5.3-flash-cybersecurity) This model | $0.30 / $1.00 | $0.60 |
| [GLM-5.3](https://outrun.to/model/glm-5.3) | $0.66 / $2.06 | $1.28 |

Assumes 1,000 input + 300 output tokens per turn, repeated 1,000 times, at standard-tier rates without caching. Input / output shown per 1M tokens, rounded up to the cent.

## Which similar models can I try?

[Zhipu GLM GLM-5.3 Flash $0.12 in / $0.42 out View model ↗](https://outrun.to/model/glm-5.3-flash)[Zhipu GLM GLM-5.3 $0.66 in / $2.06 out View model ↗](https://outrun.to/model/glm-5.3)[Zhipu GLM GLM-5.3 Flash Apex Abliterated $0.30 in / $1.00 out View model ↗](https://outrun.to/model/glm-5.3-flash-apex-abliterated)

## Common questions about GLM-5.3 Flash Cybersecurity

### How much does the GLM-5.3 Flash Cybersecurity API cost?

GLM-5.3 Flash Cybersecurity costs $0.30 per 1M input tokens and $1.00 per 1M output tokens (cached input $0.15). Prices as of October 30, 2026.

### What model ID and base URL do I use for GLM-5.3 Flash Cybersecurity?

Use the model ID `glm-5.3-flash-cybersecurity` with the base URL `https://api.outrun.to/v1` and your Outrun API key.

### Does GLM-5.3 Flash Cybersecurity accept images?

Yes. GLM-5.3 Flash Cybersecurity accepts text and image input.

### Does Outrun store my prompts when I use GLM-5.3 Flash Cybersecurity?

Outrun does not store your prompts, images or outputs unless you choose to save them.

## Where can I find more models?

[Zhipu GLM guide ↗](https://outrun.to/glm-api)[All model prices ↗](https://outrun.to/discounted-ai-api)[Model docs ↗](https://outrun.to/docs/models)[All model pages ↗](https://outrun.to/model/)[Red team AI API for authorized security testing ↗](https://outrun.to/red-team-ai-api)

---
Source: https://outrun.to/model/glm-5.3-flash-cybersecurity
Outrun: https://outrun.to/ | API base: https://api.outrun.to/v1 | Prices (JSON): https://api.outrun.to/pricing | Docs: https://outrun.to/docs/