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Private Text Summarizer vs Alternatives


Text Summarizer - Private, In Your Browser can produce a summary three ways without the text leaving your device: your browser's own summarizer, a small model you load once, or a no-model sentence ranking. A cloud summarizer does the same job on a server after receiving the text.


The three engines here against a cloud summarizer

Point of comparisonBuilt-in browser AI (engine 1)On-device model via WebLLM (engine 2)No-model sentence ranking (engine 3)Cloud summarizer
Where the text goesStays in the browserStays in the browserStays in the browserUploaded to the provider
First-use downloadNone - the model already sits on the deviceOne download of the weights: under 1 GB for the default Llama 3.2 1B, about 2.2 GB for the 3B, about 2.5 GB for Phi 3.5 miniNone - it runs the moment the page opensNone locally; an account is common
Server call per runNoneNone once the weights sit in the browser cacheNoneOne per run: no network, no summary
Wording you get backWhatever the browser's own summarizer writesNew sentences from a 1B to 3B model - useful drafts, under the ceiling of a large hosted modelNo new wording: the top-scoring source sentences, in document orderNew sentences from a large hosted model
Length limit the page appliesNone - your text goes in as typed8000 characters; past that the input is trimmed and the result label says soNoneSet by the provider
What the three length options doSwitch the browser's own summarizer between a key-point list and a short or long condensed versionAsk the model for 3 to 6 bullets, 2 to 3 sentences, or 5 to 8 sentencesReturn 2 or 5 source sentences, set out as a dash list for the bullet optionWhatever the service exposes

Which row usually decides it

The first row settles a confidential document on its own: text that must not be uploaded rules the last column out whatever the other rows say. Once privacy is not the question, the deciding number is the first-use download - zero for two of the local engines, up to about 2.5 GB once for the largest on-device model, and nothing at all locally for a hosted service.


Where each option runs out

Engine 3 cannot condense a point the author never put in one sentence, because it only re-orders what it found. Engine 1 exists only in browsers that ship a summarizer and report it ready, so it cannot be planned around. Engine 2 is the one local option that rewrites, and it pays with a download of hundreds of megabytes to a few gigabytes and an 8000-character ceiling per run. A hosted service carries none of those limits and one that outweighs them for private text: it needs a copy of what you wrote.

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