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features
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support

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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.

Description

Nekuda transforms websites into platforms that AI agents can effectively engage with by integrating WebMCP tools, which allow these agents to perform various site functions while enabling website owners to maintain oversight and control over interactions. Development teams have the option to either create comprehensive WebMCP tools using a coding agent or quickly deploy initial tools by simply adding a single line of code to a public website. Once these tools are in place, businesses gain the ability to define and oversee the actions that agents can perform, including tasks like product searches, policy retrieval, checkout processes, order tracking, and application data updates. Additionally, Nekuda tracks agent activities in detail, recording individual tool interactions and entire agent sessions, which provides teams with insights into how agents navigate their website. The platform also features integrated evaluation and testing functions that assess task success rates and allow for the replaying of scenarios both prior to and following deployment, ensuring that essential workflows such as searching, checkout, policy retrieval, and fallback actions operate smoothly and as expected. This comprehensive approach not only enhances the functionality of websites but also empowers teams to adapt and optimize their digital environments based on real-time data and agent performance.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Active Directory Yes 
Amazon Bedrock Yes 
Code Llama Yes 
Cursor Yes 
Datadog Yes 
ElevenLabs Yes 
Google Cloud BigQuery Yes 
Google Workspace Yes 
Llama Yes 
Mastra AI Yes 
Mistral AI Yes 
MongoDB Yes 
Okta Yes 
OpenAI Yes 
OpenClaw Yes 
Python Yes 
Slack Yes 
TypeScript Yes 
Vercel Yes 
Vercel AI SDK Yes 

Integrations

Active Directory No 
Amazon Bedrock No 
Code Llama No 
Cursor No 
Datadog No 
ElevenLabs No 
Google Cloud BigQuery No 
Google Workspace No 
Llama No 
Mastra AI No 
Mistral AI No 
MongoDB No 
Okta No 
OpenAI No 
OpenClaw No 
Python No 
Slack No 
TypeScript No 
Vercel No 
Vercel AI SDK No 

Pricing Details

$250 per month
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial No 
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) Yes 
In Person No 

Vendor Details

Company Name

Prefactor

Country

Australia

Website

prefactor.tech/

Vendor Details

Company Name

nekuda

Country

United States

Website

nekuda.ai/

Product Features

Product Features

Alternatives

Alternatives

No Alternatives
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