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What is Manifest?

Manifest, created by Omfang, acts as an interface layer for AI agents, converting any webpage into an organized format that clarifies the actions an agent can perform. When developers input a URL into the Manifest API, they receive a structured JSON output that reveals the page's status, including accessible buttons, forms, input fields, navigation links, required fields, and the relationships between various actions. The system works by loading the webpage within an actual Chromium browser, executing JavaScript to gather data, and analyzing the accessibility tree used by screen readers, while also verifying it against the underlying DOM to capture complex details that are frequently missed by the accessibility layer, such as the types of inputs, placeholders, states of being disabled, and requirements for submission. After identifying possible actions, it accurately resolves their locators without relying on model-created assumptions; any unclear matches are marked as uncertain rather than being taken for granted. This method equips agents with a machine-readable structure that significantly boosts their reasoning abilities concerning interactions such as clicking, entering data, or submitting forms, all while avoiding dependence on screenshots or unreliable CSS selectors. By enhancing the accuracy and effectiveness of AI agents in accessing and engaging with web content, Manifest ultimately fosters a more reliable interaction experience. This innovation marks a noteworthy advancement in the way AI can interpret and respond to web interfaces.

What is Fluent?

Fluent acts as a voice-activated control system for Windows 10 and 11, allowing users to issue commands either through speech or text. By leveraging the same accessibility framework used by screen readers, Fluent effectively analyzes the interface, identifies necessary actions, and interacts with controls without requiring screenshots, pixel detection, or additional plugins for various applications, thus ensuring compatibility with unfamiliar software. The speech recognition is executed locally on the device, and any actions that may pose risks will require user confirmation before being carried out. Furthermore, it maintains a comprehensive log in an append-only, hash-linked audit trail to help administrators trace all performed actions accurately. Tailored for those who struggle with conventional input methods, including individuals with repetitive strain injuries, tremors, visual impairments, or limited hand mobility, Fluent is also designed for environments that demand strict privacy for screen data kept solely on the local machine. Additionally, it guarantees that speech commands, dictation, text-to-speech features, hotkeys, and accessible navigation functions are available regardless of licensing status, and offers a 30-day trial for users to assess its features. This cutting-edge application seeks to improve both productivity and accessibility for a wide spectrum of users, making technology more inclusive than ever before. By enhancing user interaction with computers, Fluent empowers individuals to navigate their digital environments with greater ease and efficiency.

Media

Media

Integrations Supported

CSS
Chromium
Google Chrome
JSON
Microsoft Edge
Microsoft Excel
Microsoft Outlook
Microsoft Teams
Microsoft Word
Mozilla Firefox
Slack

Integrations Supported

CSS
Chromium
Google Chrome
JSON
Microsoft Edge
Microsoft Excel
Microsoft Outlook
Microsoft Teams
Microsoft Word
Mozilla Firefox
Slack

API Availability

Has API

API Availability

Has API

Pricing Information

$29 per month
Free Version
Free Trial Offered?

Pricing Information

$20/month/user
Fluent Individual - $20 per user, per month. Unlimited agent tasks, hosted planning (no API key of your own), 2 devices.
Fluent Pro - $50 per user, per month. The advanced planning model, 3 devices, priority support.
Fluent Enterprise - $99 per seat, per month. On-device HIPAA mode, verifiable audit exports, managed policy and offline install, 5 devices per seat.

30-day free trial, card required. Cancel in one click.

Fluent is an assistive device, so a lapsed subscription degrades it and never locks the machine. Speech, dictation, text-to-speech, hotkeys and accessibility navigation all run on your own computer and stay free forever - no card, no expiry. Only agent tasks are metered, and the allowance is never zero: an unpaid install keeps five a day, which is enough to fix a card by voice.
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Omfang AB

Date Founded

2026

Company Location

United States

Company Website

omfang.io

Company Facts

Organization Name

Fluent For All, Inc.

Date Founded

2026

Company Location

United States

Company Website

www.fluentforall.com

Categories and Features

Categories and Features

Speech Recognition

Audio Capture
Automatic Form Fill
Automatic Transcription
Call Analysis
Concatenated Speech
Continuous Speech
Customizable Macros
Multi-Languages
Specialty Vocabularies
Speech-to-Text Analysis
Variable Frequency
Voice Recognition

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