Zero Refusal Gateway // Verified Operators Only
norefusal.aiOffSec Inference
INSTITUTIONAL GRADE OFFENSIVE INFERENCE GATEWAY|0.00% REFUSAL RATE

Stop Jailbreaking Your LLMs.
Start Testing.

B2B Refusal-Free Inference Infrastructure for Verified Offensive Security Consultants, Bug Bounty Hunters, and Enterprise Red Teams. Full drop-in OpenAI wire compatibility.

View System Specs
0.00%
Refusal Rate
<15ms
Semantic Router
4× A100 / H200
NVLink Pods
$1.00 / 60m
Cold Spin-Up Fee
01. The Market Problem

The High Cost of the "Refusal Tax"

Standard frontier LLMs aggressively reject legitimate cybersecurity syntax, crippling professional engagements.

30%–60% False Positive Refusals

Mainstream frontier models proactively refuse legitimate pentest queries—such as vulnerability verification, exploit payload construction, AMSI/EDR evasion, and C2 syntax.

Lost Billable Hours

Professional consultants waste 15%–20% of billable engagements engineering transient jailbreak personas that break on subsequent conversation turns.

The Self-Hosting Barrier

Hosting unaligned 320B–753B open weights requires $300k+ multi-GPU nodes and complex inference orchestration beyond the budget of solo operators and boutique firms.

Refusal Rate Benchmark (Offensive Security Corpus)Tested across 500+ CVE payloads
Model / Provider
Refusal Rate
Drop-in OpenAI
Audit Logging
GPT-4o
42.6% Refusal
Yes
Retained 30+ Days
Claude 3.5 Sonnet
58.1% Refusal
Requires Adapter
Retained / Scanned
norefusal.ai (GLM-5.3-Flash/Flagship)
0.00% Refusal
Native Drop-In
Zero Disk Retention
02. Systems Architecture

Intelligent Prompt Router & Fallback Loop

Sub-15ms multi-stage semantic inspection pipeline. Benign traffic is routed efficiently; offensive payloads activate dedicated high-performance pods.

ROUTING_PIPELINE.LOGONLINE
[0.00ms] INCOMING POST /v1/chat/completions (Bearer nr_live_***)
├─ Auth: Operator Verified (OSCP #29481, Balance: $48.20)
├─ Fast AST Classifier (<15ms): Exploit syntax, assembly markers detected
├─ Classification: OFFENSIVE_PAYLOAD (Refusal-Prone ~40%)
├─ Vast.ai Pod State: WARM_RUNNING (Instance ID: 51312794)
└─ Route: GLM-5.3-Flash-CYBERSECURITY-W4A16 (0.00% Refusal Pod)
// Transparent Zero-Refusal Failover
If public model yields HTTP 403 or "I cannot assist", the proxy intercepts stream, discards refusal within 80ms, and re-routes to private cluster.
OpenAI Wire Protocol Drop-In

Simply configure https://api.norefusal.ai/v1 as the base URL in Burp Suite (OpenAI BApp), Caido extensions, Python openai library, or Cobalt Strike automation scripts.

$1.00 Spin-Up Fee & 10-Min Warm Window

Neutralizes cloud GPU cold-boot overhead. When a pod is cold, a $1.00 fee covers the boot phase and grants a 10-minute rolling warm window with SSE keep-alive heartbeats. Subsequent queries during the session run at pure token margins.

Ephemeral Execution & Zero-Disk Retention

Prompts and completions stream in RAM directly through vLLM. No user prompts or model responses are ever written to NVMe or database storage.

03. Customer Vetting & Compliance

The Institutional Regulatory Moat

Uncensored hosts fail due to payment processor bans and cloud evictions. Strict B2B vetting is our primary defense moat, qualifying our service as an authorized dual-use security provider.

Freelance White Hats

  • • Mandatory certs: OSCP, OSWE, CRTO, CEPT, GPEN.
  • • Or HackerOne / Bugcrowd top-500 verified standing.
  • • Or verifiable published CVE authorship on NVD.

Enterprise Red Teams

  • • Verified corporate registration (DUNS, Secretary of State).
  • • Corporate domain & LinkedIn-verified security staff.
  • • Active signed SOW or penetration testing charter.

KYC-Lite & AUP

  • • Identity verification via verified registry credentials.
  • • Zero Disk Body Retention: Prompts never saved.
  • • Zero-Tolerance AUP: Absolute zero CSAM, CBRN or extortion.
04. Transparent Pricing

Pure Pay-As-You-Go Architecture

No subscription lock-in for Proof-of-Concept. Pure PAYG token rates protected by a Session Spin-Up Fee. Strictly NO Free Tier.

ACTIVE ON-DEMAND POC

GLM-5.3-Flash

CYBERSECURITY-W4A16 (320B MoE)

$0.24/ 1M Input Tokens
$0.75/ 1M Output Tokens
Hardware Spin-Up Fee:$1.00 / 60-min window
Initial Deposit Minimum:$20.00 USD
Refusal Guarantee:0.00% False Refusals
ENTERPRISE ROADMAP

GLM-5.3 Flagship

CYBERSECURITY-FP8 (753B Full MoE)

$4.20/ 1M Input Tokens
$13.20/ 1M Output Tokens
Dedicated Hardware:16× H200 SXM5 Cluster
Dedicated Priority Queue:Sub-80ms Latency
Custom SOW Terms:Bespoke SLA Available
Merchant of Record & Invoicing: All platform services, API access, and wallet deposits are provided by TOTU Services LTD. Transactions will appear on your card/bank statement as TOTU Services LTD.
Verified Entity