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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.
Description
Prefactor is a cutting-edge platform designed for real-time assessment, monitoring, and reliability of production AI agents. It evaluates each execution instantly based on metrics such as quality, drift, cost, and data risk, seamlessly integrating these assessments into actionable responses to ensure that any failing agent is detected in real time rather than merely reflected on a post-execution dashboard. Teams are equipped to monitor every model invocation, tool usage, and decision-making process through structured traces and spans, allowing them to conduct evaluations using LLM-as-judge, technical assessments, qualitative analyses, and custom metrics at every phase of the process. Additionally, context can be incorporated from various sources, including GitHub, Linear, Jira, databases, and internal APIs, serving as ground truth for evaluations. When a run exceeds predefined limits, Prefactor is capable of blocking or throttling it, pausing sensitive actions, or routing the decision to a person for approval, modification, or rejection prior to execution, with meticulous logging of each choice made. The command-line interface allows for the discovery of agents without the need for platform migration, while the TypeScript and Python SDKs ensure seamless integration with LangChain, Claude, Vercel AI, OpenClaw, and LiveKit, enhancing the overall functionality and adaptability of the platform. This comprehensive approach not only optimizes agent performance but also fosters collaboration among teams by providing clear visibility and control over the AI processes.
API Access
Has API
Yes
API Access
Has API
Yes
Integrations
Amazon Bedrock
No
Amazon S3
No
CrewAI
No
Datadog
No
Gemini
No
GitHub
No
Google Workspace
No
Grafana Cloud
No
Haystack
No
LangChain
No
Integrations
Amazon Bedrock
Yes
Amazon S3
Yes
CrewAI
Yes
Datadog
Yes
Gemini
Yes
GitHub
Yes
Google Workspace
Yes
Grafana Cloud
Yes
Haystack
Yes
LangChain
Yes
Pricing Details
Free
Free Trial
No
Free Version
Yes
Pricing Details
$250 per month
Free Trial
No
Free Version
Yes
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
Yes
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
Yes
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)
Yes
In Person
No
Vendor Details
Company Name
Handit
Founded
2024
Country
United States
Website
www.handit.ai/
Vendor Details
Company Name
Prefactor
Country
Australia
Website
prefactor.tech/
Product Features
Artificial Intelligence
Chatbot
No
For Healthcare
No
For Sales
No
For eCommerce
No
Image Recognition
No
Machine Learning
No
Multi-Language
No
Natural Language Processing
No
Predictive Analytics
No
Process/Workflow Automation
No
Rules-Based Automation
No
Virtual Personal Assistant (VPA)
No
