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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.
Description
Handit.ai serves as an open-source platform that enhances your AI agents by perpetually refining their performance through the oversight of every model, prompt, and decision made during production, while simultaneously tagging failures as they occur and creating optimized prompts and datasets. It assesses the quality of outputs using tailored metrics, relevant business KPIs, and a grading system where the LLM acts as a judge, automatically conducting AB tests on each improvement and presenting version-controlled diffs for your approval. Featuring one-click deployment and instant rollback capabilities, along with dashboards that connect each merge to business outcomes like cost savings or user growth, Handit eliminates the need for manual adjustments, guaranteeing a seamless process of continuous improvement. By integrating effortlessly into any environment, it provides real-time monitoring and automatic assessments, self-optimizing through AB testing while generating reports that demonstrate effectiveness. Teams that have adopted this technology report accuracy enhancements exceeding 60%, relevance increases surpassing 35%, and an impressive number of evaluations conducted within just days of integration. As a result, organizations are empowered to focus on strategic initiatives rather than getting bogged down by routine performance tuning.
API Access
Has API
API Access
Has API
Integrations
GitLab
Jenkins
Jira
Linear
Pricing Details
$3000
Free Trial
Free Version
Pricing Details
Free
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
BotGauge
Founded
2024
Country
United States
Website
botgauge.com
Vendor Details
Company Name
Handit
Founded
2024
Country
United States
Website
www.handit.ai/
Product Features
Automated Testing
Hierarchical View
Move & Copy
Parameterized Testing
Requirements-Based Testing
Security Testing
Supports Parallel Execution
Test Script Reviews
Unicode Compliance
Test Management
Automation Integration
Collaboration Tools
Pass/Fail Results Tabulation
Reporting / Analytics
Requirements Management
Test Scheduling
Test Tracking
Time/Budget Tracking
Product Features
Artificial Intelligence
Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)