OrcaCyber Qwen3.8 Flash Next Cybersecurity, per token on one key.
OrcaCyber Qwen3.8 Flash Next is a build set up for security work. It costs $2.00 per million input tokens and $4.00 per million output tokens, prepaid, with a 261,632-token context window. Call it at https://api.pentestllm.ai/v1/chat/completions with model "qwen3.8-flash-next-cybersecurity" and a PentestLLM key, from any OpenAI SDK or agent that takes a base URL. It is for authorized security testing only.
Price per million tokens
- Input
- $2.00
- Cached input
- $0.375
- Output
- $4.00
- Daily check
- Steady since Nov 6
- As of
- 2026-11-11
First request
curl https://api.pentestllm.ai/v1/chat/completions \
-H "Authorization: Bearer sk-ptl-live-…" \
-H "Content-Type: application/json" \
-d '{"model": "qwen3.8-flash-next-cybersecurity", "messages": [{"role": "user", "content": "Hello"}]}'Get a key
- Create a key in the console. Credit is prepaid from $10, with no subscription.
- Set OPENAI_BASE_URL to https://api.pentestllm.ai/v1 and send your sk-ptl- key as the bearer token.
- Send qwen3.8-flash-next-cybersecurity as the model. The same key calls every model on PentestLLM.
OrcaCyber Qwen3.8 Flash Next settings for a coding agent
- Provider
- OpenAI-compatible
- Base URL
- https://api.pentestllm.ai/v1
- Model
- qwen3.8-flash-next-cybersecurity
- Context window
- 261,632 tokens
- Max output
- 131,072 tokens
- Tool calling
- yes, per the catalog
- Key prefix
- sk-ptl-
OrcaCyber Qwen3.8 Flash Next specs
- Kind
- Security
- Developer
- OrcaRouter
- Context window
- 261,632 tokens
- Max output
- 131,072 tokens
- Input
- text and image
- Wire formats
- openai
- Endpoints
- /v1/chat/completions, /v1/messages, /v1/completions, /v1/responses, /v1beta/models/{model}:generateContent
What OrcaCyber Qwen3.8 Flash Next is for
OrcaCyber Qwen3.8 Flash Next is set up for security work, so it takes on the questions a penetration tester, red team or bug bounty hunter brings where a stock assistant often declines: triaging scanner output, explaining a CVE, reviewing code for vulnerabilities, drafting report findings, writing detection rules and solving CTF challenges.
Use it only on systems you own or have written permission to test. The acceptable use policy lists what is not allowed and applies to every request.
Every request is settled to the token at the prices above. The daily real-model check sends a fixed prompt to every model and records whether the answer still matches; this model’s verdict today is “Steady since Nov 6”. Call it from the OpenAI SDK or a coding agent, or send auto/security and let the router pick a security build per request. Keys and top-ups live in the console.
What OrcaCyber Qwen3.8 Flash Next costs, worked
An agent turn of 8,000 input and 1,000 output tokens at $2.00 input and $4.00 output per million tokens is $0.02; 100 turns are $2.00 and 1,000 turns are $20.00. An agent resends its context on every turn, so the input side is most of the bill. All from prepaid credit, no subscription.
- Input, 8,000 tokens at $2.00 per million
- $0.016
- Output, 1,000 tokens at $4.00 per million
- $0.004
- One turn
- $0.02
- 1,000 turns
- $20.00
| Security builds | Context | In / out per 1M | 1,000 agent turns |
|---|---|---|---|
| Gemma 4 26B A4B Cybersecurity | 262K | $0.4224 / $1.3376 | $4.7168 |
| Qwen3.8 27B Cybersecurity | 262K | $0.40 / $2.40 | $5.60 |
| GLM-5.3 Flash Cybersecurity | 1049K | $0.5093 / $1.6975 | $5.7715 |
| Red Team (Flash) | n/a | $0.90 / $3.00 | $10.1999 |
| Red Team (Pro) | n/a | $1.50 / $6.00 | $18.00 |
| OrcaCyber MiniMax M3.1 Flash | 262K | $2.00 / $4.00 | $20.00 |
| OrcaCyber MiniMax M3.1 Flash | 262K | $2.00 / $4.00 | $20.00 |
| OrcaCyber Qwen3.8 Flash Next | 262K | $2.00 / $4.00 | $20.00 |
| OrcaCyber Qwen3.8 Flash Next | 262K | $2.00 / $4.00 | $20.00 |
| Cyber Frontier | 1049K | $5.25 / $15.75 | $57.75 |
| OrcaCyber Zero 1.5 | 999K | $7.50 / $18.75 | $78.75 |
Also try
OrcaCyber Qwen3.8 Flash Next questions
OrcaCyber Qwen3.8 Flash Next is a build set up for security work, from OrcaRouter, with a 261,632-token context window. On PentestLLM it answers as qwen3.8-flash-next-cybersecurity.
Authorized security work: triaging scanner output, explaining a CVE, reviewing code for vulnerabilities, drafting report findings, writing detection rules and solving CTF challenges. Use it only on systems you own or have written permission to test. See the acceptable use policy.
No. Credit is prepaid from $10 and billed per token: input $2.00 and output $4.00 per million tokens, cached input $0.375.
About $0.02 for 8,000 tokens in and 1,000 tokens out, at $2.00 in and $4.00 out per million tokens. A thousand such turns are $20.00.
Yes. Send qwen3.8-flash-next-cybersecurity as the model through the OpenAI SDK, or any agent that takes a custom OpenAI base URL, with base URL https://api.pentestllm.ai/v1. It also answers the Anthropic Messages API at the same host, so agents built on the Anthropic SDK can call it. See the docs.
Yes. The catalog lists tools among the parameters OrcaCyber Qwen3.8 Flash Next takes, so function calling works and a request can declare the gateway's server-side tools, which the docs list with their fees. See the docs.
Yes. The daily real-model check sends every model the same fixed prompt and records whether the answer still matches. OrcaCyber Qwen3.8 Flash Next’s latest result, from Nov 11: steady since Nov 6. See the daily check.