Introducing Necio
LLM Behavioral & Vulnerability Compliance Scanner
Necio by Prompt SecOps continuously monitors and evaluates your AI models, Agents, and Use Case LLM Applications through prompt-based vulnerability testing, behavioral integrity analysis, and compliance reporting. It identifies security gaps aligned with the OWASP Top 10 for AI and LLM-integrated systems, tracks behavioral drift over time, and integrates seamlessly with your SIEM, delivering continuous assurance across every model in production.
Because LLMs are inherently non-deterministic, prompt injection is not a problem you “solve” — it's a risk you continuously monitor.
Advanced Features for Comprehensive Security
Latest Prompt Attacks
Stay ahead of attackers with continuously updated LLM vulnerability intelligence. Create your own custom ad-hoc prompts supporting ASCII/Base64 encoding, emoji obfuscation, and file uploads.
Automated Scheduling
Effortlessly schedule regular scans to ensure continuous monitoring and protection of your AI systems without manual intervention.
SIEM Integration
Seamlessly integrate Necio with your existing SIEM solutions, enrich with custom tags for better correlation, dashboards and filtering.
Continuous Temporal Analysis
Continuously monitors and evaluates model response consistency over time to identify behavioral drift, policy deviations, and emerging anomalies across sessions.
Comprehensive Reporting
Generate executive-level and technical reports to communicate findings, demonstrate compliance, and track remediation progress.
Remediation Guidance
Receive clear, actionable guidance on how to fix identified vulnerabilities, reducing the time from detection to remediation.
Maestro LLM-vs-LLM
Automated LLM-vs-LLM conversational reconnaissance with crescendo-style, adaptive prompts to evaluate safety, reliability, and model boundaries.
Personal AI Assistant PAI Testing
Red team autonomous AI agents and personal assistants,including OpenClaw, Hermes, Manus, and similar platforms by delivering adversarial prompts directly over Telegram, Discord, Microsft Teams or Slack. Test how your assistant handles injection, role manipulation, and unsafe task execution in real-world messaging environments.
Browser Simulator & WebSocket Testing
Send adversarial test prompts directly to web-based chat interfaces — no API keys required — to simulate real-world UI-level attacks.
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