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 Form Filling for macOS

Expense reports. Vacation requests. CRM contact updates. Booking confirmations. Insurance claims. Every organization runs on forms, and every form steals five to fifteen minutes of your day for work that requires zero creative thought. Fazm fills them for you - reading fields, entering data, selecting dropdowns, and uploading attachments - while you do something that actually matters.

Forms Are Busywork in Disguise

The frustration with forms is not that they are hard. It is that they are boring, time-consuming, and yet mandatory. Your company requires expense reports by the 5th of every month. HR needs your vacation dates submitted through a portal that looks like it was built in 2009. Your CRM needs contact details updated after every client call. None of this is difficult, but all of it adds up.

Browser autofill handles simple fields like name and address, but it falls apart on anything custom - expense categories, project codes, leave types, or multi-step wizards. Fazm goes far beyond autofill because it actually understands the form context. Tell it "fill out my vacation paperwork, figure out the public holidays, and submit the leave request" and it will look up holiday dates, enter them in the correct fields, select the right leave type, and navigate the submission flow.

Forms Fazm Can Fill For You

✓"Fill out my vacation paperwork - figure out the public holidays and submit the leave request"

✓"Submit my expense report using the receipts in Downloads"

✓"Update the CRM with notes from my last three client calls"

✓"Fill out the conference registration form with my company details"

✓"Complete the new vendor onboarding form with our company info"

✓"Fill in the insurance pre-authorization form for my upcoming procedure"

How Fazm Fills Forms

Read the form layout

Fazm scans the visible form using accessibility APIs - identifying text inputs, dropdowns, date pickers, checkboxes, file upload fields, and submit buttons.

Map your data to fields

Based on your command and the field labels, Fazm determines which data goes where. For expense reports, it reads receipt amounts. For vacation forms, it calculates business days.

Fill every field

Fazm clicks into each field and enters the correct value - typing text, selecting dropdown options, picking dates, and uploading files from your Mac.

Review or submit

Fazm pauses for your review by default. If you asked it to submit, it clicks the submit button and confirms the form was accepted.

Why AI Form Filling Saves Real Time

Handles any web form

Internal HR portals, SaaS tools, government websites, booking engines - if it is on your screen, Fazm can fill it.

Smarter than autofill

Fazm understands context. It knows the difference between 'project code' and 'postal code' and fills each correctly based on your instructions.

Eliminates data entry errors

When Fazm pulls data from receipts or calendars, it copies exact figures. No more typos in expense amounts or wrong dates on leave requests.

A Real-World Example

A sales manager needs to update Salesforce after every client meeting - logging call notes, updating deal stages, and scheduling follow-ups. Each update involves navigating three different screens in the CRM and filling at least seven fields. With four meetings a day, that is nearly an hour of pure data entry.

"Update the CRM - log my call with Acme Corp, set deal stage to 'Negotiation', add the note about pricing concerns, and schedule a follow-up for next Tuesday."

Fazm opens the CRM, navigates to the correct account, fills in all fields, and saves. What used to take 12 minutes per call now takes 15 seconds of dictation. Across 20 calls per week, that is over three hours reclaimed.

Frequently Asked Questions

Can Fazm fill out forms on internal company portals?+

Yes. Fazm interacts with whatever is on your screen - including internal HR portals, expense tools, CRM systems, and intranet sites. It does not need API access; it controls them through the browser interface.

How does Fazm know what data to enter?+

You provide context in your command. For example, 'fill out vacation paperwork for December 23-27' gives Fazm the dates. Fazm combines your instructions with what it reads on screen to fill fields accurately.

Will Fazm submit the form automatically?+

Only if you explicitly ask it to. By default, Fazm fills out all the fields and pauses before submission so you can review.

Can Fazm handle multi-page forms?+

Yes. Fazm navigates through multi-step form wizards, clicking Next buttons, filling each page, and handling pagination just like you would.