Dotient

What it does

Dotient is a local-first desktop application that uses a quantized vision and text model to index your personal files and make them searchable by describing what they look like. Instead of relying on filenames or manual tagging, you can search using natural language—for example, "beach sunset" or "Dad's birthday"—and the app finds matching images, documents, or other files. The app also offers a graph view that visualizes your archive with auto-detected clusters, and "Cubbies" for organizing files into collections with annotations, moodboards, and to-do lists. A "Signal Tuning" feature lets you fine-tune search results by labeling specific files to improve future matches.

Who it is for

Dotient targets photographers, videographers, designers, art directors, creative teams, and anyone with a large personal camera roll. It is designed for users who have thousands of files spread across folders and need a way to find specific content without manual sorting or metadata entry. The website also mentions creative teams and agencies managing client assets across shared drives.

Why it matters

Traditional file search relies on filenames, tags, or folder structures, which are often inconsistent or incomplete. Dotient's visual search approach allows users to find files based on their actual content and appearance, saving time and reducing frustration. Because it runs entirely locally, files never leave the device, addressing privacy concerns for sensitive or personal data. The one-time purchase model (starting at $5) also appeals to users who prefer not to pay ongoing subscriptions.

Launch signal

Dotient is currently available for purchase and download. The website lists a Standard plan at $5 (one-time), a Plus add-on at $1/month (coming soon), and a Lifetime bundle at $15 (one-time). The app is in active development, with features like Adobe file format support and new AI models promised for future releases. The founder is named Declan, but no further details about funding or team size are provided on the site.

Brand and naming

The name "Dotient" suggests a combination of "dot" (as in a point or file) and "quotient" (intelligence or capability), implying smart file management. The branding emphasizes privacy and local processing with phrases like "Private. Local. Yours." The visual identity uses a grainy background with flowing white line patterns, giving a modern, artistic feel that aligns with its target creative audience.