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The editor, step by step

How the Diglot Editor Works

Diglot is one bilingual editor that takes you from a rough native-language idea to English you can hand in. Here’s what happens on the screen.

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Senior US / UK Register Review grammar suggestions Team Translation Memory
The Multi-Tool Trap

Four things happen in one document, not six tabs

Diglot keeps drafting, translating, correcting, and recording how the text was written in one editor. Here’s how the pieces connect.

ChatGPT & LLMs

Apologetic fluff & boilerplate

Defaults to verbose, deferential openings ("I hope this email finds you well", "I am writing to kindly inquire"). Reads as subordinate and wastes senior stakeholders' time.

Grammarly

Native-speaker syntax bias

Catches basic comma splices and spelling typos, but completely misses L1 cultural transfers, Japanese Keigo servility, Spanish false cognates, or tone mismatch.

DeepL

Isolated sentence translation

Translates sentences accurately in isolation, but lacks document-level tone calibration, context memory, and consistent business terminology across releases.

Diglot Solution

Calibrated executive workspace

In-place three-tier translation, register calibration, L1-transfer neutralization, and persistent translation memory inside a single focused editor.

Core Capabilities

Built around real bilingual business workflows

Everything non-native professionals need to write, translate, and verify high-stakes English in one place.

01

Register & Formality Calibrator

Calibrate writing to target US vs UK executive norms. Neutralize Keigo-style subservience, legalese filler, and culturally awkward greetings before sending to leadership.

  • Senior Executive vs Peer tone tuning
  • Eliminates "kindly", "as per", and "revert"
  • Action-oriented CTA phrasing
02

Three-Tier Inline Translation

Translate difficult words or full sentences inline without leaving the editor. View Literal, Idiomatic, and Executive Business translations side-by-side.

  • In-place paragraph translation
  • Literal vs Idiomatic vs Executive tiers
  • Preserves source context and document formatting
03

Persistent Translation Memory

Brand names, product terms, contractual clauses, and company acronyms stay 100% consistent across every email, proposal, and report you write.

  • Locked vocabulary across documents
  • Shared team glossaries
  • Zero terminology drift between releases
04

AI Cowriter for Business Formats

Transform rough bullet points, meeting notes, or native-language thoughts into polished client emails, status memos, and executive decks in seconds.

  • Instant expansion of rough bullet notes
  • Calibrated for non-native thinking habits
The Editing Flow

One connected workflow from raw draft to final deliverable

Move from bilingual rough ideas to polished English in one calm flow instead of stitching together separate tools.

Step 1

Start from a rough idea

Write in your native language or a mix of both. The editor keeps your source and English together so nothing has to be perfect on the first pass.

Step 2

Select text and act

Highlight any passage to translate, rewrite, or explain it in place — the action happens on the selection inside the document, not in a separate app.

Step 3

Let corrections and the co-writer help

L1-aware grammar explains why a sentence reads translated, and the Cowriter agent drafts or rewrites from inside the document using the surrounding context.

Step 4

Finish with a record of how you wrote it

Every edit feeds a signed revision history — your Authorship Certificate — so the finished document carries a tamper-evident record of how it was written.

Target Roles

Built for high-stakes business communicators

Diglot works best when English is your delivery language, but not always your thinking language.

Essays, assignments, and academic tone

International students

Move from rough documents to cleaner English submissions with structure, paraphrasing, and grammar review in one place.

Emails, reports, and client-facing writing

Multilingual professionals

Write faster for work without sounding translated. Diglot helps you refine tone, clarity, and confidence before you hit send.

Abstracts, papers, and citations

Researchers and graduate writers

Keep academic structure and wording quality in one workflow when your final output needs to sound precise and credible.

Enterprise Trust & Privacy

Confidentiality & editorial standards

Your business drafts, customer proposals, and internal communications belong strictly to your team.

Privacy First

Zero model training on your data

Your drafts, emails, and translations are never used to train public AI models. Data is encrypted in transit and at rest with strict multi-tenant isolation.

Audience Fit

Calibrated specifically for non-native professionals

Examples, register models, and workflow conventions are shaped for managers, engineers, and consultants who need confident English output without losing meaning.

Editorial Review

Reviewed by Diglot Editorial Team

Page updated July 18, 2026. We regularly update guidelines as international business English standards and corporate communication norms evolve.

One window instead of five tabs and five bills

Before: five tabs

  • Jenni AIAutocomplete and citations, but no help with a second language.~$20Unlimited, monthly
  • DeepL ProTranslates outside your document, so citations and tone are lost.~$8.74from, monthly
  • QuillBot PremiumRewrites one paragraph at a time in a separate tab.$19.95monthly
  • Grammarly ProFixes the sentence without naming the first-language habit behind it.~$12per month, billed yearly
  • ChatGPT PlusRewrites in its own voice and can invent references.$20monthly

If you pay for all five~$81/ month

After: one Diglot document

  • Drafting, autocomplete and citations
  • Translation inside the document
  • Rewrites in five tones
  • Grammar that names your first-language habits
  • Cowriter with 30+ skills, every edit waiting for you
  • Your PDFs, your glossary and a free Authorship Certificate
Spark $19/mo Pro $34/mo

Publicly listed prices: Jenni AI verified 2026-07-18; DeepL, QuillBot and Grammarly verified 2026-04-13; ChatGPT Plus as listed by OpenAI. Prices change, so check each vendor before you buy.

Try a skill on a real paragraph

Your draft

Many researches shows that students which use social media more than three hours per day have lower grades. In our opinion this is because the constant notifications make difficult to concentrate, so the information is not stay in the memory.

Cowriter /formalize · Fluent AI

Many studies show that students who use social media for more than three hours per day have lower grades. We believe this is because constant notifications make it difficult to concentrate, so information does not stay in memory.

Example output written for this page to show the difference between AI tiers; real results depend on your text. Fluent AI is on Free, Native AI on Pro.

Every citation leads back to a real page and a real DOI

Your paragraph

The Transformer replaced recurrence with attention alone , and pre-trained encoders such as BERT carried the idea to language understanding . Attention mechanisms first improved neural machine translation .

References

  1. Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, Ł., & Polosukhin, I. (2017). Attention is all you need. arXiv. https://doi.org/10.48550/arXiv.1706.03762
  2. Devlin, J., Chang, M.-W., Lee, K., & Toutanova, K. (2019). BERT: Pre-training of deep bidirectional transformers for language understanding. Proceedings of NAACL-HLT. https://doi.org/10.18653/v1/N19-1423

Your library · p. 1, abstract

We propose a new simple network architecture, the Transformer, based solely on attention mechanisms, dispensing with recurrence and convolutions entirely.

DOI resolves · 10.48550/arXiv.1706.03762

Example built from real papers and DOIs. In the editor, /library answers from the PDFs you upload, /check-sources looks each DOI up, and /find-source suggests papers for an uncited claim.

The slips your first language puts in your English

  • Thank you for your comprehension

    Thank you for your understanding

    “Comprensión” is a false friend: in English it is “understanding”.

  • Actually, we use the old system

    Currently, we use the old system

    “Actualmente” means “currently”, not “actually”.

  • I assisted to the conference

    I attended the conference

    “Asistir a” means to attend; “assist” means to help.

Typical slips for each language group. Diglot flags them in your own draft and explains the habit behind each one.

A signed record of how the document was written

A sample Diglot Authorship Certificate PDF with illustrative data: active writing time, typed characters, sessions, accepted AI help and pastes A sample Diglot Authorship Certificate PDF with illustrative data: active writing time, typed characters, sessions, accepted AI help and pastes
Authorship Certificate · PDF Ed25519-signed · QR verification link · sample data

The certificate PDF Diglot issues, filled with sample data. A real one carries a QR code and a live verification link.

  1. Session 1 · Outline and notes22 min
  2. Session 2 · Drafting, two languages, 4 citations48 min
  3. Session 3 · Cowriter /formalize and grammar review15 min
  4. Certificate exported with a verification linkfree
  5. Example timeline. Writing the whole document in Diglot is what gives the record its weight: a pasted paragraph shows up as a paste.

Why one workspace beats a chatbot and four tabs

What you needDiglotJenni AIGrammarlyQuillBotChatGPT
Draft in two languages in one documentQuillBot and ChatGPT translate in a separate tool or chat.YesNoNoPartlyPartly
Explains the habit from your first languageChatGPT can explain if you ask, but not in your document.YesNoNoNoPartly
Autocomplete and citation stylesDiglot: 10,852 CSL styles. Jenni AI: 10,000+ styles.YesYesPartlyPartlyNo
Answers from your own PDFs, with DOI checksJenni AI chats with PDFs.YesPartlyNoNoPartly
30+ slash skills inside the editorOthers offer a chat box or need written prompts.YesPartlyNoNoPartly
Every change waits for your approvalRemoved text in red, new text in green, in place.YesPartlyPartlyNoNo
Free record of how the document was writtenGrammarly offers an authorship add-on.YesNoPartlyNoNo

Based on public product pages; “Partly” means the job is possible but not inside your document, or only in part.

Frequently asked questions

Everything you need to know before getting started.

How does the Diglot editor work?

You work in one bilingual editor that keeps your native-language source and your English side by side. Highlight any passage to translate, rewrite, or check it where it sits. Grammar and paraphrasing are L1-aware, the AI co-writer drafts and rewrites from inside the document, and each edit is logged into a signed history. Drafting, translating, correcting, and recording how the text was written happen without you leaving the page.

Can I translate and write in the same editor?

Yes. Translation is part of the editor, not a separate site you paste into. Select text to translate it inline with literal, idiomatic, and formal options, keep the source on screen while you tune the English, then move straight into grammar and rewriting on the result — one document throughout.

What is the AI co-writer and when does it help?

The Cowriter agent runs inside your document. Drop the cursor and it can keep writing from there; select a passage and it can rewrite it, shift the tone, or make a stiff paragraph read more like a native wrote it — always using the surrounding draft as context, not a blank chat box. You see every change before it lands.

What does the revision history show?

Every edit gets written into an append-only, cryptographically signed chain — your Authorship Certificate. Google Docs version history is easy to dispute; this is tamper-evident, showing how the document was built over time. It is a record of process, not proof of authorship, and you can share it if questions ever come up about how your text was written.

Do I need to install anything to use the editor?

No — Diglot runs in any modern browser on desktop and mobile. The free plan includes the bilingual editor, translation, grammar, and paraphrasing; paid plans raise the usage limits and add premium model tiers. The Authorship Certificate is free on every plan.

Write in your language,
publish in English

Move from rough bilingual drafts to clearer English in one connected writing workflow.

Try the editor free

*No credit card required

People ask how Diglot works because it doesn’t follow the usual one-tool-one-job pattern — a translator here, a grammar checker there, a version-history feature off in some menu. Diglot is a single bilingual editor where those parts are wired together, so it’s worth walking through what a session actually looks like. You start with a rough idea in your native language.

You highlight a passage and translate it in place — literal, idiomatic, or formal — with the source staying pinned so you don’t lose your bearings the way an in-place translator makes you. You edit the English right next to it, and the grammar feedback is L1-aware: it recognizes that a missing article or a flattened tense traces back to your first language, and it explains the fix instead of just underlining it. Need a hand drafting?

The Cowriter agent works from inside the document, continuing from the cursor or rewriting a selection while it can see the paragraphs around it. And underneath all of that, every edit is written into a signed, append-only history — your Authorship Certificate — so if anyone ever asks how your text was written, you can show how it was built, which is harder to dispute than the Google Docs version history most students fall back on.

That’s the whole loop: draft, translate, correct, and keep a record of how it was written, in one editor, so meaning survives from your first language to the final line.