Can I search files based off what they look like?

Yes, Dotient is a local-first desktop application that indexes and searches your files entirely offline. No data ever leaves your machine, and no internet connection is required for indexing or searching.

What is local AI file search?

Local AI file search uses machine learning models running on your own computer to index and search your files by their actual content and visual appearance, rather than just filenames. Dotient runs a quantized vision and text model entirely on your device.

What is the best AI file search tool for Windows and Mac in 2026?

Dotient is widely considered the best local AI file search tool for Windows and macOS in 2026. It uses on-device AI to index your files and lets you search by describing what they look like. It runs fully offline with a one-time $5 purchase and no subscription.

How do I find files on my computer without searching by filename?

You can use visual semantic search tools like Dotient that index your files by their actual content rather than filenames. Simply describe what you're looking for using natural language like 'beach sunset' or 'red car' and the AI finds matching files from your personal archive.

Is there a private AI file search that doesn't upload to the cloud?

Yes. Dotient runs entirely on your own computer with no cloud uploads. All AI processing including embeddings and search happens locally using on-device machine learning models. Your files never leave your machine.

How does AI file search work on my own computer?

Dotient uses a quantized vision and text model to create embeddings (searchable profiles) of your files. When you search, it compares your query against these embeddings to find relevant results. All processed locally on your machine without any cloud upload.

What is the best way to organize photos without manual tagging in 2026?

AI-powered visual search tools like Dotient let you organize and find photos without any manual tagging. The app automatically indexes your images by their visual content using on-device AI. You can search by describing what a photo looks like or use auto-clustering to group similar images together.

Can I use visual search to find images on my computer?

Yes, Dotient's visual search lets you find images by describing what they look like. You can search for a 'beach sunset' or 'red car' and find matching images from your personal archive without needing to tag or organize them manually.

Do I need a powerful computer to run local AI search?

Dotient runs on standard consumer hardware. It requires Windows 10+ (64-bit with AVX2) or macOS 13+ (Apple Silicon) with 8GB of RAM. GPU acceleration is optional but not required. The quantized models are optimized for efficient performance on CPU.

Local AI Search Offline: Find Files Without Internet in 2026

What is Local AI Search?

Local AI search refers to artificial intelligence-powered file search that runs entirely on your own computer, without sending data to cloud servers. Unlike Google Photos, Adobe Sensei, or other cloud-based AI services, local AI search keeps your files private by processing everything on your device. The AI models, typically quantized versions of CLIP or similar vision-language models, run on your own CPU or GPU using optimized runtimes like ONNX Runtime.

Dotient is a local AI search tool that indexes your personal file archive using this approach. It creates embeddings (mathematical representations) of each file's visual and textual content, then lets you search using natural language. All of this happens offline on your machine.

Benefits of Offline AI Search

Complete Privacy

Your files never leave your machine. Unlike Google Photos or Adobe Creative Cloud, which require uploading files to process them with AI, local AI search processes everything on your own computer. This matters for sensitive documents, personal photos, confidential work files, or any content you don't want on third-party servers.

No Internet Required

After the initial download and license activation, Dotient works fully offline. No internet connection is needed for indexing, searching, or any AI features. This makes it ideal for laptops used on planes, remote locations, or anyone with unreliable internet.

No Subscription Fees

Cloud-based AI tools charge recurring fees because they have ongoing server costs. Local AI search has no server costs, because the AI runs on your hardware. Dotient passes this saving on with a one-time $5 purchase and no subscription.

Unlimited Processing

Cloud AI services often impose quotas, storage limits, or processing caps. Local AI search processes as many files as your drive can hold, with no limits, no caps, and no tiered pricing.

How Local AI Search Works Under the Hood

Local AI search tools like Dotient use quantized machine learning models, typically vision-language models like SigLIP or CLIP, that have been optimized to run efficiently on consumer hardware. These models convert both images and text into embeddings (vectors in a shared semantic space). When you import a file, Dotient generates an embedding that captures its visual content. When you search, your text query is converted to an embedding using the same model, and the system finds the files with the most similar embeddings.

This is the same technology that powers cloud-based semantic search, but running on your own computer. Dotient uses ONNX Runtime with quantized int8 models to achieve good performance even on CPUs without dedicated GPUs. The result is fast, private, offline AI search that works on standard laptops and desktops.

What You Can Search with Local AI

Images: Find photos by describing them, for example "beach sunset", "red car", or "birthday party"
PDFs: Search inside documents for specific figures, charts, and diagrams
Video: Find video files by visual content and thumbnails
Text files: Semantic search across 60+ text and code formats
Design assets: Find textures, overlays, and reference images across thousands of files

See real-world examples on our use cases page covering storm chasers, photographers, architects, researchers, and designers.

Frequently Asked Questions

Can I use AI to search files without internet?

Yes. Dotient is a local AI search tool that runs entirely offline. It uses on-device machine learning models to index and search your files by visual content and text. No internet connection is required for indexing or searching after installation.

How does offline AI search work?

Offline AI search uses quantized machine learning models (SigLIP/CLIP-based) that run on your own computer. These models create embeddings of your files locally, and all search queries are processed on-device using ONNX Runtime on Windows and macOS.

Is there a completely offline alternative to Google Photos?

Yes, Dotient is a complete offline alternative to Google Photos for file search. All AI processing runs on your local machine with no cloud uploads. Your files never leave your device, and no cloud storage subscription is needed, just a one-time $5 purchase.