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Flowing

Flowing is a desktop AI writing tool for researchers that works from a PDF library and manuscript context. It supports evidence-grounded search, contextual chat, polishing, and sentence continuation for academic writing.

Flowing

AI academic writing grounded in your PDF library

Flowing is a desktop writing tool for academic researchers who work from a PDF library and need AI assistance that stays tied to the manuscript and source material. The product is positioned against generic chat tools by focusing on verifiable snippets, local context, and writing tasks such as recall, continuation, and revision.

The workflow shown on the site moves from importing PDFs into a searchable library to writing in rich text or LaTeX, recalling supporting passages, asking questions with selected context, polishing a draft, and continuing a paragraph from the point of use. A PDF preview sits alongside the editors so the compiled output stays visible while you write.

Core features

PDF library search

Import reference PDFs into a searchable library and use precise or fuzzy search to find passages across a small or very large collection.

Three writing views

Edit the same document in rich text and LaTeX while previewing the compiled PDF in parallel, with the views kept in sync.

Evidence recall

Surface relevant reference passages as cards with text and thumbnails when keywords in your draft match material in the library.

Ask with context

Select draft or reference passages as AI chat context so questions and follow-up prompts stay tied to the immediate writing task.

Library-grounded polishing

Use library snippets, neighboring text, and accuracy review to revise drafts for argument clarity, claim calibration, and evidence-grounded wording.

Context-aware continuation

Generate the next sentence or continuation from the current paragraph with local library passages and manuscript context in view.

Common use cases

  • Searching source material quickly

    Build a library from reference PDFs, then use precise or fuzzy search to find the passage you need while drafting or revising.

  • Drafting with synchronized views

    Write an academic section in rich text or LaTeX and keep the compiled PDF visible so you can check the output as you go.

  • Contextual question answering

    Select a sentence or paragraph and ask questions with that exact passage as the AI context, instead of starting a generic chat from scratch.

  • Checking claims against the library

    Let the tool surface related snippets from your own papers and references when your draft contains domain terms or key phrases that need evidence.

  • Continuing a manuscript section

    Use the continuation feature when a paragraph is already in progress and you want the next sentence to follow the local argument rather than restart the topic.

Pros and Cons

Pros

  • Searches and AI responses are grounded in the user’s own PDF library and manuscript context.
  • Rich text, LaTeX, and PDF preview are shown together in one synchronized workflow.
  • The product supports both recall of evidence and forward-writing tasks such as polishing and continuation.
  • Pricing includes a Free tier with manual keyword search and a paid Pro plan with monthly tokens.
  • The comparison article suggests the continuation feature is designed to stay close to the local paragraph rather than drift into a broad field summary.

Cons

  • The collected pages do not spell out full setup steps or operating system requirements.
  • Pricing and access are token-based, so heavy usage depends on plan limits or prepaid tokens.
  • The source material does not document broad third-party integrations or collaboration features.

FAQ

What is Flowing used for?

Flowing is a desktop app for researchers that works with imported PDFs and a manuscript workspace. It uses the current draft and nearby library passages to help with recall, asking questions, polishing, and continuing a sentence.

What writing formats does Flowing support?

The source material shows support for rich text, LaTeX, and PDF preview in one pane, with both editors staying in sync in real time.

Is Flowing free or paid?

Pricing is token-based. The Free plan includes unlimited manual keyword search, limited keyword snippet recommendations, and limited Ask with context. Pro and Pro+ add monthly token pools and more generous access to the AI features.

What devices or operating systems does Flowing support?

The product pages describe it as a desktop app, but they do not provide a full list of operating systems or installation requirements in the collected text.

Does Flowing integrate with other tools?

The collected sources emphasize PDF libraries, manuscript context, and LaTeX or rich text editing. They do not document broader third-party integrations in the material provided.

Quick Facts

Category
AI academic writing
Product type
Desktop app
Primary users
Researchers and academic writers
Core sources
PDF library and manuscript context
Writing modes
Rich text, LaTeX, PDF preview
Pricing model
Free tier plus paid token-based plans

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