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What is Reflexio?

Reflexio acts as a comprehensive platform tailored for developers dedicated to the creation and oversight of AI agents, employing multiple input approaches including an SDK, REST API, CLI, or integration with compatible tracing platforms to collect data from agent actions, execution logs, tool interactions, and user feedback. By pinpointing frequent errors, it produces reusable playbooks and user profiles which significantly contribute to the learning curve. When an agent is actively functioning, it can draw on relevant insights derived from these experiences to enhance its responses. The Hosted Enterprise portal offers teams the ability to investigate, alter, approve, reject, search, and evaluate the accumulated knowledge efficiently. Reflexio empowers agents to make essential adjustments throughout various interactions without the need to modify the foundational model weights. Additionally, teams enjoy the option of using the managed cloud service, configuring their model-provider keys, or pursuing self-hosting options on platforms such as AWS, Google Cloud, or Azure. Moreover, enterprise trace imports are compatible with sources like Braintrust, Langfuse Cloud, and LangSmith Cloud, while Reflexio includes a mem0 wrapper and integration with OpenClaw, providing an extensive array of tools designed to enhance agent efficacy. This diverse strategy not only enables developers to fine-tune their AI agents but also maximizes the adaptability of deployment choices, ultimately leading to more robust and efficient AI solutions. By combining all these features, Reflexio paves the way for innovative advancements in AI agent development.

What is KERNEL?

KERNEL is a cloud-based infrastructure designed specifically for developers who are building AI agents to automate web interactions. It provides managed browser sessions that allow these agents to navigate websites, interact with content, and perform tasks through programming instead of relying on conventional local browser setups. The platform is built for production environments and includes features such as persistent browser profiles, live session monitoring, and capabilities for recording and replaying sessions, along with tools for effective browser access management. With KERNEL, teams can easily integrate their agent workflows through the platform's APIs, SDKs, and hosted MCP server, making it perfect for web research, data gathering, and other tasks that require web interaction. Moreover, KERNEL offers a variety of subscription plans that cater to individuals, startups, and large organizations, each offering differing levels of browser concurrency, usage credits, and access to advanced features such as managed authentication, stealth mode, and region-specific browsers. As a result, KERNEL not only meets diverse web automation requirements but also enhances the efficiency of teams working on complex projects. In conclusion, KERNEL emerges as a robust solution that addresses a wide array of needs in the realm of web automation.

Media

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Integrations Supported

Anthropic
Claude Code
Cursor
Azure OpenAI Service
Braintrust
Codex CLI
DeepSeek
Gemini
Langfuse
Mem0
MiniMax
OpenAI
OpenClaw
OpenRouter

Integrations Supported

Anthropic
Claude Code
Cursor
Link
Model Context Protocol (MCP)
Playwright
Stripe
Visual Studio Code
Zed

API Availability

Has API

API Availability

Has API

Pricing Information

$0/month
The Free plan costs $0/month and includes 100 published interactions and 1,000 search requests per month, plus a 30-day Pro trial. Pro costs $299/month and includes 10,000 published interactions and 100,000 search requests per month. Pro overages cost $0.003 per search request, $0.02 per playbook learning, and $0.01 per profile learning. BYOC self-hosting is custom-priced.
Free Version

Pricing Information

$0/month
Free plan: $0/month plus usage charges; includes $5/month in usage credits. Hobbyist: $30/month plus usage, with $10/month in usage credits. Start-up: $200/month plus usage, with $50/month in usage credits and a free trial. Usage is charged at $0.0000166667 per GB-second; idle time and proxies are not charged. Enterprise pricing is custom.
Free Version
Free Trial Offered?

Supported Platforms

SaaS
On-Prem

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

24 Hour Support

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub

Company Facts

Organization Name

Reflexio

Date Founded

2006

Company Location

United States

Company Website

www.reflexio.ai

Company Facts

Organization Name

Kernel

Date Founded

2025

Company Location

United States

Company Website

www.kernel.sh/

Categories and Features

Categories and Features

Browser Automation

Not specified

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