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What is Handit?

Handit.ai is an open-source platform designed to elevate your AI agents by continuously improving their performance through meticulous oversight of each model, prompt, and decision made during production, while also identifying failures in real time and crafting optimized prompts and datasets. It evaluates output quality with customized metrics, pertinent business KPIs, and a grading system where the LLM serves as an arbiter, autonomously performing AB tests on every enhancement and providing version-controlled diffs for your evaluation. Equipped with one-click deployment and immediate rollback features, along with dashboards that link each merge to business benefits like cost reductions or user expansion, Handit streamlines the continuous improvement process, removing the need for manual interventions. Its seamless integration into various environments offers real-time monitoring and automatic evaluations, along with self-optimization through AB testing and comprehensive reports that validate effectiveness. Teams utilizing this innovative technology have reported accuracy improvements exceeding 60% and relevance increases of over 35%, along with a substantial number of evaluations completed within days of implementation. Consequently, organizations can prioritize their strategic goals without being hindered by ongoing performance adjustments, allowing for a more agile and efficient operational framework. This shift not only enhances productivity but also fosters a culture of innovation and responsiveness in the ever-evolving landscape of AI development.

What is Galileo?

Galileo is an AI observability and eval engineering platform built to help organizations measure, protect, and improve AI applications and agents across the full development lifecycle. Now part of Cisco, Galileo is positioned around the idea that teams should not only monitor AI failures, but prevent them with production-ready guardrails. The platform helps teams capture ground truth from synthetic data, development workflows, live production traffic, and subject matter expert annotations. Galileo provides more than 20 out-of-the-box evaluations for RAG systems, agents, safety, security, and custom use cases. Its eval engineering workflow helps teams create accurate evaluators that reflect their own domain expertise instead of relying only on generic metrics. Galileo can auto-tune metrics from live feedback so evaluations become better aligned with real environments. The platform’s Luna models distill expensive LLM-as-judge evaluators into compact models that can run across production traffic at lower cost and lower latency. Galileo’s insights engine analyzes millions of signals across models, prompts, functions, context, datasets, traces, and MCP server activity to identify failure modes and recommend fixes. Teams can use these insights to debug agent behavior, improve prompts, adjust tools, detect hallucinations, and strengthen AI reliability. Galileo supports the eval-to-guardrail lifecycle, where pre-production tests become production policies that can block harmful responses, control tool access, and guide escalation paths. By combining AI observability, evals, ground-truth datasets, Luna guardrail models, agent reliability workflows, safety controls, deployment flexibility, and production monitoring, Galileo helps enterprises ship AI systems with more confidence.

Media

Media

Integrations Supported

Amazon Bedrock
Amazon SageMaker
Azure OpenAI Service
Gemini
Gemini 1.5 Flash
Gemini 1.5 Pro
Gemini 2.0
Gemini 2.0 Flash
Gemini Enterprise
Gemini Enterprise Agent Platform
Gemini Nano
Gemini Pro
Google AI Plus
LangChain
OpenAI
PaLM 2

Integrations Supported

Amazon Bedrock
Amazon SageMaker
Azure OpenAI Service
Gemini
Gemini 1.5 Flash
Gemini 1.5 Pro
Gemini 2.0
Gemini 2.0 Flash
Gemini Enterprise
Gemini Enterprise Agent Platform
Gemini Nano
Gemini Pro
Google AI Plus
LangChain
OpenAI
PaLM 2

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Version
Free Trial Offered?

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Handit

Date Founded

2024

Company Location

United States

Company Website

www.handit.ai/

Company Facts

Organization Name

Cisco

Company Location

United States

Company Website

www.galileo.ai/

Categories and 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)

Categories and Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

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