A.I.G (AI Infra Guard) vs Pawse.ai: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of A.I.G (AI Infra Guard) and Pawse.ai — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
A.I.G (AI Infra Guard)
Tencent Zhuque Lab
Tencent's open-source AI red teaming platform for scanning agents, agent skills, MCP servers and AI infrastructure, plus LLM jailbreak evaluation.
Key features
- Agent Skills Scan: Audits agent skill packages against a nine-category risk taxonomy aligned with the public SkillTrustBench T01-T09 classification, including detection of .pyc bytecode bypasses and charset smuggling.
- MCP Server Scan: Inspects MCP servers for threats such as tool poisoning, credential exfiltration and command injection, with tool whitelisting to prevent remote code execution during dynamic scanning.
- AI Infrastructure Vulnerability Scanning: Checks deployed AI components against a library that has grown to roughly 130 components and over 2,000 CVE rules, covering frameworks such as llama.cpp.
- Jailbreak Evaluation: Runs single-turn jailbreak operators plus multi-turn attack techniques including Many-Shot, PAIR, GOAT and ActorAttack to measure a model's resistance.
- Agent Scan with OWASP Coverage: Assesses running agents using OWASP-derived skills and web exfiltration detection, with a dedicated agent red team skill for comprehensive assessment.
- Standalone Scanner CLIs: skill-scan, mcp-scan and agent-scan each install as an independent command-line tool so scans can be wired directly into enterprise CI/CD pipelines.
- Docker Deployment with Web UI: Deploy the full platform with Docker on 4GB+ RAM and reach the web interface at localhost:8088, or use a one-click install script or a source build.
- AI Security Skill Market: A catalog of official security scanning skills, with the frontend fully open-sourced and integration available from OpenClaw chat via the aig-scanner skill.
Best for
- Pre-Deployment Agent Audit: Scan an internally built agent and its skill bundle for prompt injection, exfiltration and privilege risks before it is released to staff.
- MCP Supply Chain Review: Vet third-party MCP servers for tool poisoning and credential exfiltration before connecting them to production assistants.
- CI/CD Security Gate: Run skill-scan as a standalone CLI on every pull request so risky agent skills fail the build rather than shipping.
- Model Safety Benchmarking: Measure how a deployed LLM holds up against single and multi-turn jailbreak techniques before and after guardrail changes.
- AI Infrastructure Patch Triage: Inventory AI serving components and match them against the CVE rule library to prioritise which hosts need patching.
- Security Research and Reporting: Use the open scan engines and SkillTrustBench alignment as a reproducible basis for internal or published AI security research.
Pawse.ai
Pawse.ai
Adaptive, personalized sound environments for dogs to reduce anxiety, support sleep, and ease stress in varied situations.
Key features
- Personalized Soundscapes: Creates audio environments customized by a dog's breed, age, and specific situation to better match canine auditory and emotional needs.
- Adaptive Adjustment: Dynamically adjusts sound characteristics in response to situational context (e.g., loud noise, travel, alone time) to maintain calming effect.
- Situation Modes: Offers purpose-built modes such as Noise Reduction, Travel Soothing, Sleep Support, and Alone-Time Comfort to address common stressors.
- Curated Audio Library: Provides a selection of vet-informed or behaviorally designed tracks and ambient layers intended to promote relaxation and sleep.
- Profile Management: Allows owners to create and manage profiles per dog so audio can be reused and tuned for recurring situations and individual responses.
- Adaptive soundscapes personalized by breed, age, and situation
- Designed to reduce canine anxiety and stress
- Supports sleep and calm during loud noises (e.g., fireworks, storms)
- Aimed to ease stress during travel and when dogs are home alone
- Web-accessible product (beta landing page available)
Best for
- Calming during fireworks or thunderstorms: Play adaptive noise-reduction soundscapes to reduce anxiety when loud environmental noises occur.
- Supporting sleep in new or disruptive environments: Use Sleep Support tracks to help dogs settle and maintain rest during relocation or noisy nights.
- Soothing during travel: Deliver travel-focused audio that eases stress during car or plane journeys.
- Reducing separation anxiety: Run Alone-Time Comfort profiles when an owner leaves the dog at home to minimize stress and restlessness.
- Preparation for vet visits or grooming: Apply situational calming audio before and during visits to help reduce fear and facilitate handling.
- Reduce separation anxiety when owners leave dogs home alone
- Calm dogs during loud noise events such as fireworks or thunderstorms
- Support sleep and rest for anxious or elderly dogs
- Provide a calming audio environment during travel or vet visits