Complete AI Training

AI app for writers · no coding needed

Source-based multilingual writing review workspace

Reduce scattered correction work while keeping the writer's meaning and sources intact.

Made for: Writers, editors and content teams producing source-based documents

What Source-based multilingual writing review workspace looks like
Open the demo For members · a working demo with sample data

What it does for you

The problem

Writing is checked in several separate tools, so corrections, style rules and source references are scattered and hard to review.

What it gives you

Editor-approved corrected text linked to source references

What you give it

Draftssource referencesstyle guideslanguage settings

Build your own version of Linguix, Ginger and more

One app with what these 3 AI tools do, yours to keep and change: Linguix, Ginger, Trinka.

Everything these tools do, in one app

  • Grammar and spelling checking Finds and corrects grammar, punctuation, and spelling errors in writing.Found in Linguix, Ginger, Trinka
  • Real-time writing assistance Provides suggestions as you write across websites and apps.Found in Linguix, Ginger
  • Browser extension Adds writing help directly into web pages and online editors.Found in Linguix, Ginger
  • Multi-platform integration Works across different websites, tools, and devices where you write.Found in Linguix, Ginger
  • Contextual sentence corrections Evaluates full sentences to give more accurate corrections than word-by-word checks.Found in Ginger
  • Multilingual support Checks and assists writing in multiple languages.Found in Linguix, Trinka
  • Automatic language detection Detects the language being used and tailors suggestions accordingly.Found in Linguix
  • Text rewriting Suggests alternative phrasing to improve clarity, conciseness, or style.Found in Linguix, Ginger, Trinka
  • Synonym suggestions Recommends alternative words to diversify vocabulary.Found in Ginger
  • Style and tone consistency Helps maintain a consistent writing style and tone throughout a document.Found in Linguix, Trinka
  • Style guides Provides tailored guidelines to keep team writing consistent.Found in Linguix
  • Customizable shortcuts Lets users create shortcuts for common writing fixes or phrases.Found in Linguix
  • Content scoring Analyzes text to score its overall effectiveness or quality.Found in Linguix
  • Team management Supports onboarding, role assignment, and tracking writing performance for teams.Found in Linguix
  • Plagiarism detection Scans documents against a large database to check for originality.Found in Trinka
  • Academic writing tools Provides specialized support for academic and technical documents.Found in Trinka
  • LaTeX proofreading Checks and corrects LaTeX documents used in technical writing.Found in Trinka
  • Citation analysis and formatting Analyzes citations and helps format references correctly.Found in Trinka
  • Journal finding support Helps users find suitable journals for publication.Found in Trinka
  • Data security and privacy Protects user data with encryption and secure storage.Found in Trinka
  • API access Allows businesses and developers to integrate editing features into their own applications.Found in Ginger

How it works, step by step

  1. Check grammar, punctuation and spelling
  2. Suggest corrections as the writer types
  3. Run checks inside web pages and online editors
  4. Work across supported sites, tools and devices
  5. Evaluate full sentences for contextual corrections
  6. Check and assist writing in multiple languages
  7. Detect the language in use and tailor suggestions
  8. Rewrite passages for clarity, conciseness or style
  9. Recommend alternative words to diversify vocabulary
  10. Keep style and tone consistent through a document
  11. Apply team style guides to drafts
  12. Let users create shortcuts for common fixes or phrases
  13. Score text for overall effectiveness or quality
  14. Support team onboarding, roles and writing performance tracking
  15. Scan documents for originality against a permitted database
  16. Support academic and technical documents
  17. Proofread LaTeX documents
  18. Analyse citations and format references
  19. Help users find suitable journals for publication
  20. Protect user data with encryption and secure storage
  21. Expose an API for business and developer integration

Build it yourself with your AI system

Build this app yourself, no coding needed

Start with a quick version you can try in a few minutes. Like it? Then build the full app by copying and pasting our step-by-step instructions: everything is prepared for you.

Sign in to see how to build it yourself

Build a quick version to try, or get the full app pack for Source-based multilingual writing review workspace with the step-by-step building instructions. You don't need any technical skills: you copy, paste and answer a few questions. Both are included in the membership.

Sign in Become a member

4 Have it built for you days to a few weeks

Rather not do it yourself, or want it fully tailored to your data, your way of working and your brand? Nexibeo builds Source-based multilingual writing review workspace with you.

Have Nexibeo build it

What's in the app pack

Included in the Complete AI Training membership.

  • The building instructions your AI follows, step by step
  • The questions your AI will ask you about your business before it starts
  • A clickable demo you can open in your browser, to see how it should work
  • A detailed blueprint of the screens, the information it keeps and the checks it runs

Become a member to get the app packAlready a member? Sign in

The files, for the technically curious
  • START-HERE.mdHow to build it with your own AI (read first)3 KB
  • README.mdOverview and links4 KB
  • questions.mdQuestions to answer before you build2 KB
  • prompt-cloudflare.mdThe full build prompt, hosted on Cloudflare25 KB
  • prompt-vps.mdThe same build on your own server (Docker)25 KB
  • spec.jsonData model, API, AI pipeline, acceptance criteria13 KB
  • demo/index.htmlThe working demo on sample data200 KB

Questions

Do I need to know how to code?

No. You copy and paste the prompts on this page into ChatGPT or Claude, and the AI does the building. When it asks you something, you answer in your own words.

What does it cost?

The quick version, the app pack and the step-by-step instructions are for members: you pay the membership price, not a price per app (see the plans). Building the full app uses your own ChatGPT or Claude subscription. Putting it online is often cheap or no cost at the start, and your AI tells you before anything costs money.

How long does it take?

The quick version: about two minutes. The real app: an afternoon for a first version you can use, longer if you want every feature.

Can I change it to fit my business?

Yes. Tell your AI what to change in plain words, like “add a column for the price” or “use our logo and colours”. Or have Nexibeo build and customise it for you.

More detailsHow the AI works, safeguards and what to build first

Reduce scattered correction work while keeping the writer's meaning and sources intact. For writers, editors and content teams producing source-based documents, convert drafts, source references, style guides and language settings into editor-approved corrected text linked to source references. The benefit is a testable hypothesis, measured through accepted corrected passages per editorial hour and corrections after editorial approval; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect drafts, source references, style guides and language settings, then follow this sequence: 1. Check grammar, punctuation and spelling. 2. Suggest corrections as the writer types. 3. Evaluate full sentences for contextual corrections. Resolve uncertain cases with qualified reviewers, approve editor-approved corrected text linked to source references, and measure accepted corrected passages per editorial hour and corrections after editorial approval against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One fixed document type and licensed style guide set; final meaning and citation checks remain editorial. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve author voice, source attribution, quotation accuracy and usage permissions. Authors approve substantive changes and publication scope. One fixed document type and licensed style guide set; final meaning and citation checks remain editorial. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One fixed document type and licensed style guide set; final meaning and citation checks remain editorial. Implement one approved input format, a bounded representative case set and the first two task modules: check grammar, punctuation and spelling; suggest corrections as the writer types. Support the third module with operator review: evaluate full sentences for contextual corrections. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Author-owned drafts, authorized source documents and permitted reference databases. Cloud document storage, editor import/export and publishing destinations. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Source and style setup, Editable writing preview, Client proof and delivery. Use a thumbnail gallery for documents, a large central editing canvas, and a right-hand panel for sources, style rules and comments. Let users compare versions side by side. Display draft, changes requested and approved states. Provide a client preview link with comments anchored to the relevant passage. Make the task-specific outcome editor-approved corrected text linked to source references visible beside its evidence, review state and value baseline.