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Qwen3.8 27B Abliterated, per token on one key.

Qwen3.8 27B Abliterated is Qwen3.8 27B with its refusal direction removed from the weights. It costs $1.0037 per million input tokens and $4.5326 per million output tokens, prepaid, with a 262,000-token context window. Call it at https://api.pentestllm.ai/v1/chat/completions with model "qwen3.8-27b-abliterated" and a PentestLLM key, from any OpenAI SDK or agent that takes a base URL. It is for authorized security testing only.

Get a key

Abliterated by Qwen, on PentestLLM as qwen3.8-27b-abliterated.

Price per million tokens

Input
$1.0037
Cached input
$0.132
Output
$4.5326
Daily check
Steady since Nov 11
How the check works
As of
2026-11-12

First request

curl
curl https://api.pentestllm.ai/v1/chat/completions \
  -H "Authorization: Bearer sk-ptl-live-…" \
  -H "Content-Type: application/json" \
  -d '{"model": "qwen3.8-27b-abliterated", "messages": [{"role": "user", "content": "Hello"}]}'

Base URL https://api.pentestllm.ai/v1. The key comes from the console; prices settle per token.

Get a key

  1. Create a key in the console. Credit is prepaid from $10, with no subscription.
  2. Set OPENAI_BASE_URL to https://api.pentestllm.ai/v1 and send your sk-ptl- key as the bearer token.
  3. Send qwen3.8-27b-abliterated as the model. The same key calls every model on PentestLLM.

Qwen3.8 27B Abliterated settings for a coding agent

Any agent that takes an OpenAI-compatible provider uses these values. Step-by-step setup per agent is under agents.

provider settings
Provider
OpenAI-compatible
Base URL
https://api.pentestllm.ai/v1
Model
qwen3.8-27b-abliterated
Context window
262,000 tokens
Tool calling
not listed in the catalog
Key prefix
sk-ptl-

Qwen3.8 27B Abliterated specs

Kind
Abliterated
Developer
Qwen
Base model
Qwen3.8 27B
Context window
262,000 tokens
Wire formats
openai
Endpoints
/v1/chat/completions, /v1/messages, /v1/completions, /v1/responses, /v1beta/models/{model}:generateContent

What Qwen3.8 27B Abliterated is for

Qwen3.8 27B Abliterated is an abliterated build: the refusal direction was removed from the weights, so it is built to decline fewer security questions than the stock model, with no system prompt to maintain. Refusals are reduced, not gone. Testers use it for 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 11”. 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 Qwen3.8 27B Abliterated costs, worked

An agent turn of 8,000 input and 1,000 output tokens at $1.0037 input and $4.5326 output per million tokens is $0.0126; 100 turns are $1.2562 and 1,000 turns are $12.5621. An agent resends its context on every turn, so the input side is most of the bill. All from prepaid credit, no subscription.

usage, 1,000 agent turns on Qwen3.8 27B Abliterated
Input, 8,000 tokens at $1.0037 per million
$0.008
Output, 1,000 tokens at $4.5326 per million
$0.0045
One turn
$0.0126
1,000 turns
$12.5621
Abliterated buildsContextIn / out per 1M1,000 agent turns
GLM-4.7 Flash Heretic131K$0.336 / $1.92$4.608
GLM-5.3 Flash Abliteratedn/a$0.4656 / $1.94$5.6648
Apex Flash 1 Abliterated262K$0.68 / $2.32$7.76
DeepSeek V4.1 Flash Abliteratedn/a$0.8488 / $1.6975$8.4875
DeepSeek V4.1 Flash 1017 Abliterated1000K$0.75 / $3.125$9.125
GLM-5.3 Flash Apex Abliterated1049K$0.80 / $3.20$9.60
Qwen3.5 27B Blossom V6.4 Derestricted262K$1.071 / $1.071$9.639
Qwen3.5 27B BlueStar v3 Derestricted262K$1.071 / $1.071$9.639
Qwen3.5 27B Claude 4.6 Opus Reasoning Distilled Derestricted262K$1.071 / $1.071$9.639
Qwen3.5 27B Claude 4.6 Opus Reasoning Distilled Derestricted Lite262K$1.071 / $1.071$9.639
Qwen3.5 27B Queen Derestricted262K$1.071 / $1.071$9.639
Qwen3.8 27B Abliterated262K$1.0037 / $4.5326$12.5621

Live from the catalog on 2026-11-12, ordered by the cost of 1,000 turns of 8,000 input and 1,000 output tokens with no prompt caching assumed; cached input bills at the cached rate, or at the input rate on a model without one. Every price.

Also try

Qwen3.8 27B Abliterated questions

Qwen3.8 27B Abliterated is Qwen3.8 27B with its refusal direction removed from the weights, from Qwen, with a 262,000-token context window. On PentestLLM it answers as qwen3.8-27b-abliterated.

The refusal direction was removed from the model's weights, so Qwen3.8 27B Abliterated is built to decline fewer requests than the stock model, with no system prompt doing the work. Refusals are reduced, not gone, and the acceptable use policy still applies to every request. See the acceptable use policy.

No. Credit is prepaid from $10 and billed per token: input $1.0037 and output $4.5326 per million tokens, cached input $0.132.

About $0.0126 for 8,000 tokens in and 1,000 tokens out, at $1.0037 in and $4.5326 out per million tokens. A thousand such turns are $12.5621.

Yes. Send qwen3.8-27b-abliterated 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 daily real-model check sends every model the same fixed prompt and records whether the answer still matches. Qwen3.8 27B Abliterated’s latest result, from Nov 12: steady since Nov 11. See the daily check.

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