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Description
Identify performance limitations or other hidden issues that conventional software testing may overlook. Establish clear criteria for halting an experiment or reverting to the original state prior to experimentation. Execute experiments within minutes by utilizing pre-defined scenarios available in the FIS scenario library. Gain enhanced understanding by simulating real-world failure scenarios, such as the degradation of various resources' performance. Integrated within AWS Resilience Hub, the AWS Fault Injection Service (FIS) is a fully managed solution designed for conducting fault injection experiments aimed at enhancing an application’s performance, visibility, and resilience. FIS streamlines the setup and execution of controlled fault injection tests across multiple AWS services, enabling teams to gain confidence in how their applications respond. Additionally, FIS equips teams with essential controls and safeguards for conducting experiments in production, including automatic rollback or cessation of the experiment upon meeting predetermined conditions, thus ensuring a safer testing environment. With these capabilities, teams can effectively identify vulnerabilities and improve their overall application resilience.
Description
BotGauge helps teams red-team, evaluate, monitor, and govern AI agents from development to production.
Agents call tools, touch sensitive data, and act with real autonomy, which means they fail in ways traditional checks were never built to catch. Prompt injection hidden in a document, a tool call nudged outside its intended scope, a multi-step reasoning chain steered into an unapproved outcome: these failures rarely show up from asking an agent a few sample questions.
BotGauge runs adaptive red-team campaigns against your live agent to surface these exact risks: prompt injection, unauthorized tool calls, data leakage through connected systems, and guardrail bypasses. Every finding becomes a permanent evaluation, added to your agent's regression suite so the same failure can't silently reappear in a future prompt tweak or model update.
Monitoring keeps watching after deploy, flagging drift and recurring failure patterns as models and tools change. Governance turns technical findings into clear, evidence-based guardrails and insight that engineering, security, and compliance stakeholders can actually act on, built from real attacks that worked, not generic policy templates.
BotGauge works with the frameworks teams are already shipping with, including LangGraph, CrewAI, AutoGen, and the OpenAI Agents SDK, plus MCP-connected agents. It's vendor-neutral and framework-agnostic by design, built to plug into your existing stack rather than lock you into one ecosystem.
Built for AI and ML engineering teams running agents in production who need ongoing red-teaming, durable evals, monitoring, and governance, not a one-time review.
API Access
Has API
No
API Access
Has API
No
Integrations
AWS Resilience Hub
Yes
Amazon Web Services (AWS)
Yes
GitLab
No
Jenkins
No
Jira
No
Linear
No
Integrations
AWS Resilience Hub
No
Amazon Web Services (AWS)
No
GitLab
Yes
Jenkins
Yes
Jira
Yes
Linear
Yes
Pricing Details
$0.10 per action-minute
Free Trial
No
Free Version
No
Pricing Details
$3000
Free Trial
Yes
Free Version
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
Yes
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
Yes
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
Amazon
Country
United States
Website
aws.amazon.com/fis/
Vendor Details
Company Name
BotGauge
Founded
2024
Country
United States
Website
botgauge.com
Product Features
Product Features
Automated Testing
Hierarchical View
No
Move & Copy
No
Parameterized Testing
No
Requirements-Based Testing
No
Security Testing
No
Supports Parallel Execution
No
Test Script Reviews
No
Unicode Compliance
No
Test Management
Automation Integration
Yes
Collaboration Tools
No
Pass/Fail Results Tabulation
Yes
Reporting / Analytics
Yes
Requirements Management
Yes
Test Scheduling
No
Test Tracking
Yes
Time/Budget Tracking
No
