A “local” AI assistant is not automatically private: its model may run on your device while chats, files, metadata, or diagnostics are stored or sent elsewhere. Before sharing study material, verify the active model and endpoint, check the assistant’s and provider’s policies, inspect connected features and permissions, and find out what is retained and how deletion works.
What “local” does—and does not—tell you
“Local” can describe where a model runs, not every place your study data goes. An assistant may use an on-device model, a model on another computer or server, or a third-party API. The selected model, endpoint, and any cloud fallback determine where inference happens and where prompts and outputs may be sent. LocalLM, for example, says prompts, outputs, and associated metadata go directly to a third-party provider when one is configured: LocalLM’s privacy policy.
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Inference and storage are separate questions. Chat history, uploaded files, notes, credentials, summaries, or embeddings might persist on the device, in an account, or in a synced location. A locally stored conversation can still be exposed through access to the device or its backups. A June 2026 paper on on-device AI likewise argues that inference location alone does not answer who assembles context, what derived information persists, or which actions are authorized: “Local Is Not a Sufficient Privacy Boundary”.
Quick wins for a faster PC:
Fix the driver behind crashes, sound loss and screen glitchesFind Drivers →Clear out junk files and repair common Windows errorsFree Scan →Scan for outdated or missing drivers - takes under a minuteDriver Scan →Use “device-only” as a conclusion to verify, not a label to trust. It should mean that the relevant study content is processed and retained only where you intend, with no unexamined provider, sync, or connected-service path.
#1 Best Overall
- 【Instant Snap-on Magnetic Attachment】- The Patented Magnetic Privacy Screen – Protected by U.S. Patents 9,829,669 and D844,012. Simply place the privacy screen along the top of your MacBook and let the magnets attach along the top. No need for tricky placement, messy tape, or damaging adhesive. Easily remove and reattach when you need it.
- 【Filter Dimensions】: Width: 11 15/16" (304 mm), Height: 7 1/2" (190 mm), Diagonal: 14.1" (358.14 mm) - SightPro Blackout Privacy Filter is engineered to be compatible with Lenovo, HP, Dell, Acer, Asus, Samsung, and other laptop brands. Please verify your screen's width and height measurements before ordering. It's not recommended to make your selection based solely on your screen's diagonal size. [Not optimized for touchscreens.]
- 【Superior Privacy】- Our advanced multi-layered film filter blacks out your screen when viewing from the side, while maintaining a crystal clear screen straight-on. It also protects your eyes from harmful UV and blue light. [Note: It does not block visibility directly behind you, regardless of the distance.]
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How to check an assistant before using it
- List the information you might share. Consider a typed question, a passage from your notes, an uploaded document, a screenshot, conversation history, and any context from connected apps or tools. Decide which material is too sensitive to enter unless you can verify its route and retention.
- Identify the model and endpoint actually in use. In the assistant’s current settings, find the selected model, endpoint or server, and any fallback or cloud option. Determine whether the model runs on your device, on another computer on your local network, on a self-hosted remote server, or with a third-party provider. A self-hosted model on a remote server is not device-only processing.
- Read two sets of terms separately. Check the assistant’s policy and, if a provider is involved, that provider’s policy. Look for what happens to prompts, outputs, attachments, and metadata; whether content may be used for training or reviewed by people; how long it is retained; and whether it is shared or disclosed. A client’s policy does not settle a provider’s practices.
- Inspect optional features and permissions. Review web search, connected apps, file or screen access, voice, sync, diagnostics, and other enabled integrations. Turn off what you do not need, then check how to revoke access. A cloud-service disclosure can illustrate the kinds of context at stake: Google says signed-in Gemini Apps may process information from files, apps, devices, permissions, connected services, and location, depending on the product and use. That notice concerns Gemini Apps, not every local assistant: Gemini Apps Privacy Hub.
- Find where data and derived state are kept. Look for chat history, uploads, notes, keys, summaries, and embeddings. Check whether they sync or enter backups, how long they remain, and what “clear history,” “delete,” and uninstall actually remove. Deleting a chat from one screen may not delete synced copies, backups, or separate derived data; confirm the product’s stated controls.
- Check operational traffic, not just AI requests. Policies may describe analytics, usage events, crash reports, license checks, account records, model downloads, or updates separately from inference. Look for whether these include content or only operational metadata. An offline model does not by itself establish that the whole application makes no network requests.
- Decide using what you can verify. If you cannot establish whether coursework goes to a provider, history syncs, or cloud fallback is active, do not upload sensitive material until the uncertainty is resolved. If your requirement is strictly on-device processing, use a configuration whose model and data path you can confirm and disable optional cloud-connected features.
What policy examples can—and cannot—tell you
Vendor statements are specific to a product, feature, and account context; they are not interchangeable guarantees for all assistants. Microsoft’s page for its Study and Learn Agent says messages and uploaded documents are processed in real time, basic feature-usage telemetry may be collected but not conversation or study-material content, and content and conversations are not used to train its underlying models. Microsoft describes that service with the phrase “Your data is your data.” See Microsoft’s Study and Learn Agent privacy information.
Google’s Gemini Apps notice describes service-improvement uses and human review in its stated context. That is not the same product or account setting as Microsoft’s Study and Learn Agent, so the statements should not be treated as a direct like-for-like comparison. Read the terms that apply to the assistant, provider, account, and features you actually use.
Rank #2
- 【Instant Snap-on Magnetic Attachment】- The Patented Magnetic Privacy Screen – Protected by U.S. Patents 9,829,669 and D844,012. Simply place the privacy screen along the top of your MacBook and let the magnets attach along the top. No need for tricky placement, messy tape, or damaging adhesive. Easily remove and reattach when you need it.
- 【Filter Dimensions】: Width: 13.56" (344.5 mm), Height: 8.49" (215.6 mm), Diagonal: 16" (406 mm) - SightPro Blackout Privacy Filter is engineered to be compatible with Lenovo, HP, Dell, Acer, Asus, Samsung, and other laptop brands. Please verify your screen's width and height measurements before ordering. It's not recommended to make your selection based solely on your screen's diagonal size. [Not optimized for touchscreens.]
- 【Superior Privacy】- Our advanced multi-layered film filter blacks out your screen when viewing from the side, while maintaining a crystal clear screen straight-on. It also protects your eyes from harmful UV and blue light. [Note: It does not block visibility directly behind you, regardless of the distance.]
- 【Perfect for Travel and Open Workspaces】- The Laptop Privacy Screen Filter is the ideal solution for healthcare providers, mobile workers, commuters, students, and business travelers. Now you can stay compliant and safeguard sensitive corporate information while working in airplanes, subways, airports, and public areas.
- 【Package Contents】- Each package includes a magnetic privacy screen filter, magnetic stickers, a webcam privacy cover, a storage folder, and a cleaning cloth. Buy with confidence – located in the US, Sight Pro specializes in providing best-in-class privacy solutions to individuals, small businesses, corporations, government, and educational institutions. Our privacy screens are Section 889 and TAA compliant.
Compare assistants with the same checklist
Use these questions for each candidate rather than relying on a “local” or “private” label.
The Tool Desk
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|---|---|
| Inference route | On-device, local network, self-hosted remote server, or third-party cloud; active model and fallback behavior. |
| Content sent | Prompts, attachments, extracted text, screenshots, voice transcription, conversation history, and connected context. |
| Provider practices | Retention, training use, human review, and the terms that apply to your account and feature. |
| Operations and telemetry | Analytics, diagnostics, crash reports, license or account records, downloads, and update traffic; whether content is included. |
| Stored state | Local chat history, files, notes, credentials, backups, sync, and derived summaries or embeddings. |
| User controls | Whether routing can be disabled, permissions revoked, history cleared, files deleted, and account access removed. |
| Device and account exposure | Who can access the unlocked device, operating-system account, local data store, or backup. |
Keep local data safe on the device
When content stays on a device, device and account security still matter. Anyone who can use an unlocked device or access its operating-system account may be able to reach locally stored chats or files. Backups and sync can create additional copies. Check who can sign in, whether backups include assistant data, and which stored items the app’s deletion controls cover.
Quick Recap
Best Value
- 【Filter Dimensions】: Width: 13 9/16" (345 mm), Height: 7 5/8" (194 mm), Diagonal: 15.6" (396.24 mm) - SightPro Blackout Privacy Filter is engineered to be compatible with Lenovo, HP, Dell, Acer, Asus, Samsung, and other laptop brands. Please verify your screen's width and height measurements before ordering. It's not recommended to make your selection based solely on your screen's diagonal size. [Not optimized for touchscreens.]
- 【Two Attachment Options】- Installs in minutes. Option 1 uses clear adhesive strips that securely attach to any screen. Option 2 uses slide mount tabs that easily stick to the display frame, allowing you to slide the filter on and off the screen as needed.
- 【Superior Privacy and Reduce Glare】- Our advanced multi-layered film filter blacks out your screen when viewing from the side, while maintaining a crystal clear screen straight-on. It also protects your eyes from harmful glare, UV, and blue light. [Note: It does not block visibility directly behind you, regardless of the distance.]
- 【Perfect for Travel and Open Workspaces】- Our computer screen privacy filter is the ideal solution for healthcare providers, mobile workers, commuters, students, and business travelers. Now you can stay compliant and safeguard sensitive corporate information while working in airplanes, subways, airports and public areas.
- 【Package Contents】- Each package includes one privacy screen shield filter, two sets of clear adhesive strips, two sets of slide mount tabs, and a microfiber cleaning cloth. Buy with confidence – located in the US, Sight Pro specializes in providing best-in-class privacy solutions to individuals, small businesses, corporations, government, and educational institutions. Our privacy screens are Section 889 and TAA compliant.
Rank #4
- Filter Dimensions: Width: 11 15/16" (304 mm), Height: 7 1/2" (190 mm), Diagonal: 14.1" (358.14 mm) - SightPro Blackout Privacy Filter is engineered to be compatible with Lenovo, HP, Dell, Acer, Asus, Samsung, and other laptop brands. Please verify your screen's width and height measurements before ordering. It's not recommended to make your selection based solely on your screen's diagonal size. [Not optimized for touchscreens.]
- Two Attachment Options - Installs in minutes. Option 1 uses clear adhesive strips that securely attach to any screen. Option 2 uses slide mount tabs that easily stick to the display frame, allowing you to slide the filter on and off the screen as needed.
- Superior Privacy and Anti Glare - Our advanced multi-layered film filter blacks out your screen when viewing from the side, while maintaining a crystal clear screen straight-on. It also protects your eyes from harmful glare, UV, and blue light. [Note: It does not block visibility directly behind you, regardless of the distance.]
- Perfect for Travel and Open Workspaces - Our computer screen privacy filter is the ideal solution for healthcare providers, mobile workers, commuters, students, and business travelers. Now you can stay compliant and safeguard sensitive corporate information while working in airplanes, subways, airports and public areas.
- Package Contents - Each package includes one privacy screen shield filter, two sets of clear adhesive strips, two sets of slide mount tabs, and a microfiber cleaning cloth. Buy with confidence – located in the US, Sight Pro specializes in providing best-in-class privacy solutions to individuals, small businesses, corporations, government, and educational institutions. Our privacy screens are Section 889 and TAA compliant.
Rank #3
- Compatible Models: Width: 13 9/16" (13.5 inch/344 mm), Height: 7 5/8" (7.6 inch/194 mm), Diagonal: 15.6" (396.24 mm) widescreen laptops which have a 16:9 aspect ratio. Not touchscreen compatible !!! Not fit for 16:10.Do NOT rely solely on your laptop’s diagonal size when ordering. Use a ruler to measure your screen’s visible area (excluding the black bezels). If the width reads 344mm and height reads 194mm, this filter is a perfect match for your device.
- Keep Information Privacy: Effective "black out" privacy from side views outside the 60-degree viewing angle. Designed for optical clarity when viewing from the front, a person not at the front of the screen can only see the dark side of the screen, so it protects buisness secrets and personal privacy
- Eye and Screen Protection: Privacy filter does not only protect your private life but also protects your eyes by blocking 30% of blue light , blocking the harmful blue light between 380 - 495nm, it filters out the blue light and relieves eye strain. Our laptop privacy screen also helps keep your screen safe from dust and scratches
- Perfect For Open Workspaces: Great for maintaining screen privacy in high traffic areas such as open work spaces, airports, airplanes, commuter trains, coffee shops and other public places, etc
- Easy Installation: Choose between 2 simple Options; Slide-On/Off or Mounted. Not touchscreen compatible
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