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Honey LLM Review: Offline AI Chat and Document Q&A for Android

·5 min read·By Hans Kuepper · Founder of PromptQuorum · Discovery engine for open-weight & open-source AI
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Honey LLM - Offline AI is an Android app that, per its developer, runs an AI model on the phone for private chat and for questions about your own documents. The source code is not published, so every privacy and offline claim rests on the store listing and a short privacy policy.

Honey LLM - Offline AI is an Android app published on Google Play under the developer name Ron.Bee that chats with an AI model stored on the phone and answers questions about PDF, DOCX, TXT and Markdown files. It has been on Google Play since March 2026 and is at version 3.5.0. This review is based on the Google Play listing and the app's privacy policy, checked on 16 October 2026; PromptQuorum has not tested the app hands-on.

Honey LLM Review: Offline AI Chat and Document Q&A for Android

Key Takeaways

  • Publisher: listed on Google Play as Ron.Bee; no company, product website or source repository was found.
  • Track record: released on 13 March 2026, with 10K+ downloads and a 3.7 average rating from 31 ratings on Google Play.
  • Privacy declaration: the Data safety section states that no data is collected and none is shared with third parties.
  • Requirements: Android 8.0 or later; the AI model is a separate download inside the app.

📍 In One Sentence

Honey LLM is an Android app that uses an on-device AI model for private chat and document Q&A, with a free trial and one paid unlock.

💬 In Plain Terms

You install the app, download an AI model to the phone once, and then chat or ask about your own files; according to the developer, the text stays on the device.

📌Note: Everything here is taken from the listing and the privacy policy; PromptQuorum has not tested the app, so offline operation, answer quality and speed are unconfirmed.

What Is Honey LLM?

Honey LLM - Offline AI is an Android app that combines an AI chat, document question answering and an encrypted file Vault around a model stored on the phone. According to its Google Play listing, conversations and supported documents are processed on the device instead of being sent to a cloud AI service.

The app goes by slightly different names: the Play title is "Honey LLM - Offline AI", the description calls it "Honey", and the privacy policy calls it "HoneyLLM Offline AI". All three refer to the package com.ronbee.honeyllm.

Get It

Install it from Google Play; the AI model is a separate download inside the app.

Platform
Where to get it
AndroidGoogle Play
PriceFree demo; one-time in-app purchase of $6.99 (US store)
WebsiteNone found
Privacy policyPrivacy policy
Source codeNot published

No dedicated product website was found: the Play listing links only the privacy policy, and the developer's GitHub profile lists no site or repository for the app. Version as verified on 16 October 2026: 3.5.0, last updated on 1 October 2026.

Features Confirmed by the Sources

Every item below comes from the Google Play description; none has been independently tested.

  • Beginner and Advanced modes. Beginner mode evaluates the phone and recommends a compatible model, and starts the chat at once if that model is already installed; Advanced mode offers several local models and controls for response style, response length, temperature and Top P.
  • Document questions. PDF, DOCX, TXT and Markdown files can be summarized or questioned, with follow-up questions and supporting page or section references; the app is designed to say so when the answer is not in the selected documents.
  • Encrypted Vault. Files can be imported into app-private storage described as AES-256-GCM encrypted with Android Keystore, checked for integrity, exported or deleted, and backed up to an encrypted .hvault file.

Privacy and Data Handling

Google Play's Data safety section declares "No data collected" and "No data shared with third parties". The developer's privacy policy, last updated in February 2026, says the app does not collect, store or transmit personal data to external servers and requests network access only for optional features such as downloading AI models or app updates.

Some steps still need the internet, according to the Play description: downloading models, Google Play purchases, restoring purchases and app updates. Generating answers and processing documents are described as local.

📌Note: These are the developer's declarations, not audit results, and the source code is not published. The privacy policy does not mention documents, the Vault or purchases, so it does not say how files are handled. PromptQuorum has not inspected the app's network traffic.

What We Could Not Verify

  • Source code and license. No public repository or license text was found, so the privacy and offline claims cannot be checked against code.
  • Models and engine. The listing refers to a local model catalog but names no model, download size or inference engine, so answer quality, speed and the phone hardware needed are unknown.
  • Hands-on behavior. PromptQuorum did not run the app, so page-reference accuracy, battery use and the limits of the free demo are unknown.
  • Vault encryption. The AES-256-GCM description is the developer's own and cannot be confirmed without published code.
  • Independent feedback. No third-party reviews or discussion of the app were found beyond its Google Play ratings.

Competitors and Alternatives

Private Mind

Platforms:
iOS, Android
Price / license:
Free / MIT
Key difference:
Open-source offline chat with on-device document Q&A and built-in benchmarks
Articles about Private Mind (2)

Also mentioned in:

ToolNeuron

Platforms:
Android
Price / license:
Free / MIT
Key difference:
Open-source Android app with encrypted storage, document RAG and voice
Articles about ToolNeuron (4)

Also mentioned in:

Competitor details change often; confirm each app's current price, license, and platforms on its own listing.

Compare in directory

Frequently Asked Questions

How much does the unlock cost in other countries?

On 16 October 2026 Google Play listed one in-app purchase price per storefront: $6.99 (US), 6,99 € (Germany), 7,49 € (Spain and France), ¥1,220 (Japan), R$ 9,99 (Brazil), ₩12,000 (South Korea) and 29.99 SAR (Saudi Arabia); the Chinese storefront showed no price. Prices can change at any time.

Can it read scanned PDFs?

Not necessarily: the listing warns that image-only scans may need OCR before Honey can read their text.

Can I ask questions about files in the Vault?

Yes for supported readable documents, per the listing. It adds that the Vault stays local to the device; the version 3.5.0 notes mention the encrypted .hvault backup and restore.

Does it need an account?

No: the listing states that no Honey account or AI subscription is required. A Google account on the phone is needed for the Play purchase and for restoring it.

Verdict

Honey LLM - Offline AI offers private chat and document questions on an Android phone with a free demo, a one-time unlock and no account. Its claims cannot yet be checked: no source code is published, the model and engine are not named, and the short privacy policy does not cover documents or the Vault. It suits Android users who are happy to try the free demo before paying; anyone who needs published code should compare Private Mind or ToolNeuron, both MIT-licensed.

Sources

  • Honey LLM - Offline AI on Google Play — description, release notes, version, Data safety section and price, checked 16 October 2026.
  • Privacy policy — data-handling statements, last updated February 2026, hosted on the developer's GitHub account.
  • Ron-Bee on GitHub — the developer's public profile, checked 16 October 2026; it lists no product website or repository for this app.

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