Private AI comparison

GPTAnon vs Proton Lumo: which private AI fits your question?

Both let you start without an account, but they solve different problems. Lumo is Proton’s private assistant built around open-source models and optional web search. GPTAnon is a multi-model decision workflow for comparing answers, challenging assumptions, and checking evidence.

Choose Lumo when you wanta Proton-controlled assistant with guest access, optional web search, no-training and no-sharing claims, and zero-access encrypted history when signed in.
Choose GPTAnon when you wantto keep account identity out of the model request, compare active model answers side by side, and use Debate or Check to inspect what an answer leaves out.
Anonymous session · Disappearing Chat · 15m

Compare multiple models · Debate the differences · Check the evidence

Reviewed September 16, 2026 · Public sources and methodology below · GPTAnon is not affiliated with Proton or Lumo.

The short answer

Lumo is the stronger fit if you want one privacy-focused assistant, optional current web search, image tools, and Proton’s documented no-logs, no-training, and no-sharing approach. Signed-in users can search zero-access encrypted history; guest conversations are described as erased at the end of the session.

GPTAnon is the stronger fit if your question benefits from disagreement rather than one answer. Anonymous users receive 20 credits per UTC month, and signing up adds 30 credits to the remaining balance, up to 50 total for that UTC month. Chat, answer comparisons, Debate, and Check are available subject to credit balance; paid plans add credits rather than unlock those workflows.

Neither product removes the need to review a provider policy or verify a consequential answer. Lumo’s claims apply to Lumo’s controlled model path. GPTAnon’s boundary is different: GPTAnon does not keep server-side chat history or send account identity as part of the model request, while OpenRouter and the selected provider still process the prompt.

At-a-glance comparison

Reviewed September 16, 2026. Model catalogs, plan limits, and privacy documentation can change; verify volatile details before relying on them.

CategoryGPTAnonLumoNotes
Start without an accountBoth products offer an account-free starting path. GPTAnon starts with an anonymous monthly credit balance; Lumo describes guest access with limited access.
Provider and model choiceGPTAnon exposes its active model catalog and provider before a request. Proton says Lumo runs open-source models on servers it controls and selects the model for the request.
Side-by-side answersGPTAnon is built for asking one question and comparing independent model answers. Lumo is a focused single-assistant chat experience.
Optional web searchProton documents an optional web-search feature in Lumo. GPTAnon keeps its separate private web-search workflow distinct from ordinary model requests.
No saved GPTAnon historyGPTAnon does not add conversation content to a saved server-side chat history. Lumo says guest chats are erased at the end of a session; signed-in Free and Plus histories are zero-access encrypted and searchable.
Training and data sharingProton says Lumo does not use chats for training or share data. GPTAnon’s claim is narrower: the selected provider and OpenRouter process prompts under their own policies.
Image creation and editingProton documents image creation, editing, and analysis in Lumo. GPTAnon focuses on text chat, comparison, Debate, and Check.

Strength, not a focus, and context-dependent rows are explained in the notes.

Privacy depends on the path, not just the label

Proton says Lumo runs its open-source models on servers Proton controls, erases guest-session data at the end of the session, and does not use chats for training or share them. For signed-in Free and Plus users, chat histories are stored with zero-access encryption and can be searched.

GPTAnon makes a different promise. It does not add conversation content to a saved server-side chat history, and the GPTAnon account identity is not sent as part of the model request. The question still passes through GPTAnon, OpenRouter, and the selected provider, so those provider terms remain part of the decision.

Before sending sensitive information, check:
  • Whether the product is in guest, signed-in, or another privacy mode.
  • Where history is stored and what happens when the session ends.
  • Which model or provider receives the prompt.
  • Whether optional search or tools change the data path.

An illustrative GPTAnon workflow

The example below explains the workflow; it is not a recorded model run and does not claim that one product produced a better answer.

1. Ask

“What should I verify before signing a freelance contract?”

Start anonymously and review the active provider before sending.

2. Compare

See independent answers side by side.

Look for different assumptions, missing clauses, and confidence levels.

3. Check

Run Debate or Check when the decision matters.

Use the output to decide what to verify, not as legal advice or a truth verdict.

Anonymous session · Disappearing Chat · 15m

Compare multiple models · Debate the differences · Check the evidence

See the model comparison workflow

Frequently asked questions

Is Proton Lumo private?

Proton documents guest-session deletion, no logs, no data sharing, no training, and zero-access encrypted history for signed-in Free and Plus users. Review the current Lumo privacy and plan terms for the mode and account state you will use.

Does GPTAnon save my conversation?

GPTAnon does not add conversation content to a saved server-side chat history. Prompts still pass through GPTAnon, OpenRouter, and the selected provider, each with separate processing and retention terms.

Can I use Lumo without a Proton account?

Proton’s getting-started guide says you can start a limited chat as a guest. A Proton account unlocks additional features such as searchable, zero-access encrypted chat history.

Which is better for comparing AI answers?

GPTAnon is the better fit for that specific workflow: select the available models, ask once, compare independent answers, then use Debate or Check when the question deserves more scrutiny. Lumo is better suited to a private assistant experience around Proton’s selected open-source models.

Does GPTAnon send my account identity to the model?

No. GPTAnon does not send your GPTAnon account identity as part of the model request. That does not mean the prompt is processed only by GPTAnon: OpenRouter and the selected provider still receive the request under their own policies.

Sources

Ask once. Compare what comes back.

Start with 20 anonymous credits per UTC month. No email required.

Anonymous session · Disappearing Chat · 15m

Compare multiple models · Debate the differences · Check the evidence

No GPTAnon server-side conversation history · GPTAnon is not affiliated with Proton