How much time will I actually save with Fazm?

Most users report saving 45-90 minutes per day on repetitive tasks. The biggest time savings come from email management (drafting replies, sorting, archiving), form filling (expense reports, CRM updates, applications), research (comparing products, gathering data from multiple sites), and social media (cross-posting, scheduling, replying). For example, booking a flight that normally takes 10 minutes of clicking through airline sites takes a single voice command with Fazm. Filing an expense report that requires opening a PDF, extracting numbers, and entering them into a spreadsheet becomes one spoken sentence. The more repetitive and multi-step your daily work is, the more time you get back.

What exactly can Fazm control?

Fazm controls everything you can do manually on your Mac. That includes mouse movements and clicks, keyboard typing, browser navigation and form filling, app switching, file management in Finder, and system-level actions. It uses direct browser DOM control for web interactions - meaning it reads and manipulates the actual page structure rather than taking screenshots and guessing where to click. For native macOS apps, Fazm uses accessibility APIs to interact with buttons, menus, text fields, and other UI elements. This works across any application: Chrome, Safari, VS Code, Slack, Figma, Terminal, Mail, Calendar, and more.

How is Fazm different from ChatGPT or Claude?

Chatbots like ChatGPT and Claude give you answers in a conversation window. Fazm takes action directly on your computer. When you say 'reply to Sarah's email,' Fazm opens your email app, finds Sarah's message, writes a contextual reply, and sends it. A chatbot would tell you what to write, but you still have to do all the clicking and typing yourself. Fazm moves your mouse, types on your keyboard, clicks buttons, and navigates between apps. It is a computer agent, not a chat assistant.

How does the memory layer work?

Fazm builds a personal knowledge graph by extracting information from your files, browsing history, conversations, and daily activity. Over time, it learns your contacts (names, emails, relationships), accounts and credentials, preferences (formatting, tone, scheduling habits), and frequently used workflows. In your first week, you might say 'Reply to Sarah's email, she's my cofounder, her email is sarah@acme.com.' By week four, you just say 'Reply to Sarah' because Fazm already knows who she is. By week eight, Fazm can draft the reply before you even ask. All of this data stays locally on your Mac - your knowledge graph never leaves your machine or gets sent to any cloud service.

Is Fazm safe? Can it mess up my computer?

Safety is built into every layer of Fazm. You watch every action in real-time on your screen - Fazm moves your mouse and types visibly, so there is nothing hidden. You can stop any action at any point by pressing a keyboard shortcut. Fazm also shows you what it plans to do before executing destructive actions like deleting files or sending emails, giving you a chance to confirm or cancel. Because Fazm is open source, the code is fully auditable on GitHub. There is no hidden behavior, no background processes making changes you cannot see, and no actions that bypass your screen.

What platforms does Fazm support?

Fazm currently supports macOS, running natively on both Apple Silicon (M1, M2, M3, M4) and Intel Macs. It is built with Swift and uses macOS-specific frameworks like ScreenCaptureKit for screen analysis and Accessibility APIs for app control, which is why macOS is the primary platform. Windows and Linux support are on the roadmap but do not have release dates yet. You can also control your Mac remotely from your phone using Fazm Remote, which gives you voice access to your desktop while you are away from your computer.

How does Fazm voice input work?

One keyboard shortcut activates push-to-talk. Hold the key, speak naturally about what you need done, and release. Fazm transcribes your speech locally using on-device models, so there is no network latency for the voice recognition step. You do not need wake words like 'Hey Siri' or 'OK Google' - just press and talk. You can also type commands into the floating toolbar if you prefer text input. Fazm understands natural language, so you do not need to memorize specific commands. Say 'book me a flight to Tokyo next Thursday' or 'find the cheapest AirPods on Amazon' and Fazm figures out the steps.

Is my data sent to the cloud?

Fazm processes screen analysis and memory entirely on your machine. The personal knowledge graph, file indexing, and screen capture all run locally. The only data that leaves your Mac is the intent - a text description of what you want to accomplish, which is sent to the AI model (Claude or GPT) for action planning. Your actual screen content, file contents, browsing history, and personal knowledge graph never leave your computer. Fazm is also open source, so you can verify exactly what data is transmitted by reading the code on GitHub. For users who need complete air-gapped operation, local model support is planned.

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How an AI Agent Cleaned Up My Calendar and Inbox in 20 Minutes

Fazm Team·March 16, 2026·2 min read

calendarinboxemail-automationschedulingproductivity

How an AI Agent Cleaned Up My Calendar and Inbox in 20 Minutes

A Reddit thread recently blew up about someone letting their AI assistant handle a scheduling conflict across Google Calendar, Apple Mail, and Slack. The agent spotted a double-booked meeting, rescheduled the lower-priority one, and drafted an apology email - all without the user switching apps.

This is the kind of thing that sounds futuristic until you actually try it. The trick is not a smarter calendar app or a better email client. It is an agent that sits on top of your screen permanently and sees everything you see.

Why Separate Tools Fall Short

Most calendar-and-email automation tools work in isolation. Your calendar app does not know about the email thread where someone asked to reschedule. Your email client does not know your calendar is full on Thursday. You end up being the integration layer, copying information between apps manually.

A desktop AI agent that reads your screen through the Accessibility API sees all of this at once. It can cross-reference a meeting invite in your inbox with your actual calendar availability, then draft a reply with proposed alternatives - without you touching anything.

The Context Problem

The real insight from the Reddit discussion was about context. A chatbot you open in a separate window lacks the full picture of what you are working on. An agent that floats on top of your desktop and watches your workflow understands which emails are urgent based on what project you have open, which meetings relate to the Slack thread you were just reading, and which calendar conflicts actually matter.

This is why always-on agents work better than tools you have to actively invoke. The agent builds context passively, so when you ask it to clean up your calendar, it already knows your priorities.

The practical takeaway: stop trying to automate calendar and email separately. The power is in an agent that sees both at the same time and understands the relationship between them.

Fazm is an open source macOS AI agent. Open source on GitHub.

How an AI Agent Cleaned Up My Calendar and Inbox in 20 Minutes

How an AI Agent Cleaned Up My Calendar and Inbox in 20 Minutes

Why Separate Tools Fall Short

The Context Problem

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