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.

Does Fazm work in languages other than English?

Yes. Fazm works in any language - English, Russian, Spanish, German, Japanese, and more. You can speak or type in your preferred language and Fazm will understand and act. Some of our most active users run their entire workday in Russian, issuing voice commands to manage Jira tickets, write Slack messages, and navigate internal tools. There is no language setting to configure - just speak or type naturally and Fazm handles it.

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.

AI Event Management with Luma

Running a career fair or networking event generates a lot of valuable attendee data - but collecting it manually is painful. Fazm visits your Luma event page, reads every attendee profile, and exports a clean spreadsheet with exactly the columns you need, in minutes instead of hours.

Attendee Research Should Not Take All Day

You are organizing an AI career fair and 200 people have registered. Before the event, you want to know who is coming - their companies, roles, how big their organizations are, and which ones are actively hiring. This information helps you personalize outreach, prepare conversation starters, and understand the audience you are bringing together.

The problem is that gathering this data manually means clicking through hundreds of Luma attendee profiles one by one, copying names and company information into a spreadsheet, then separately looking up company sizes and hiring status. It is the kind of work that takes an entire afternoon and produces a mediocre result because you inevitably miss people or make copy-paste errors.

Fazm does this entire process for you. Give it the event URL and the columns you want, and it navigates the attendee list, reads each profile, and produces a complete CSV - while you focus on the parts of event organizing that actually need your judgment.

What You Can Tell Fazm

"Check the attendees at luma.com/hp3oazrk and create a CSV with: name, company, position, company size, number of jobs hiring"

"Look at this Luma event I am organizing - should I change the title to AI Career Fair with Chosen HQ?"

"Go through the attendee list for my upcoming event and export everyone with their LinkedIn titles"

"Check the Luma event at this URL and tell me which companies are sending multiple attendees"

"Pull the attendee data from my Luma event and sort by company size"

How Fazm Extracts Attendee Data from Luma

Here is the exact workflow when you ask Fazm to export attendee information from a Luma event:

You provide the Luma event link

Paste the Luma event URL into Fazm and tell it what data you want to collect. You can specify column names like name, company, position, company size, and hiring status.

Fazm opens the event in your browser

Fazm navigates to the Luma event page in your browser and locates the attendee list. It scrolls through the list to ensure all registrations are loaded before starting extraction.

Fazm reads each attendee profile

For each attendee, Fazm visits their profile or reads the visible information on the attendee card. It collects name, company, job title, and any other publicly available details.

Fazm enriches the data

Where direct profile data is missing, Fazm can cross-reference with LinkedIn or public company databases to fill in company size estimates and whether the company is actively hiring.

Fazm creates and saves the CSV

Fazm compiles all the collected information into a CSV file with the columns you requested, saves it to your Downloads folder or a location you specify, and confirms the total count of rows.

Benefits for Event Organizers

Hours of research in minutes

What would take an afternoon of manual clicking is done in the time it takes to make a coffee. Fazm reads hundreds of attendee profiles without you lifting a finger.

Custom column selection

You decide what data you want. Name, company, title, company size, hiring status, LinkedIn URL - specify the columns and Fazm fills them in.

Helps with event decisions

Use the attendee data to personalize your event communications, identify VIP guests, and understand the audience mix before the event even starts.

Works as an organizer too

If you are managing the event on Luma, Fazm can help you update event details, review settings, and make editorial decisions about your event page.

Frequently Asked Questions

Can Fazm extract attendee lists from Luma events?

Yes. Fazm visits the Luma event page in your browser, reads through the attendee list, and extracts structured data including names, companies, positions, and any other visible information. It then compiles everything into a CSV file.

What columns can the exported CSV include?

You specify the columns you want. Common requests include name, company, job title, company size, and number of open roles. Fazm reads whatever is publicly available on each attendee's profile and fills in the columns accordingly.

Can Fazm help me manage or edit an event I am organizing on Luma?

Yes. If you are the event organizer, Fazm can help you navigate your Luma dashboard, update event details like the title and description, review attendee registrations, and make changes to your event settings.

Does Fazm work with other event platforms besides Luma?

Fazm works with any event platform that runs in a browser on your Mac - Eventbrite, Meetup, Lu.ma, and others. Since Fazm operates at the browser level rather than through an API, it adapts to whichever platform you use.