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Translation in a writing workspace

AI Translator for Bilingual Writing & ESL Drafting

Translate L1 to English with literal, idiomatic, and formal outputs, and keep the source visible while you draft — grammar and paraphrasing in the same document.

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

Why bilingual writers need more than a single-output translator

DeepL, Google Translate, and ChatGPT give you one rendering. Diglot returns literal, idiomatic, and formal alternatives side by side, with your L1 source on screen.

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

Translate where you are writing

Highlight a word, phrase, or sentence and get contextual English options without breaking your drafting flow.

Step 2

Check meaning before choosing

Compare variants, use reverse checks, and rely on glossary or translation memory so the final wording stays accurate.

Step 3

Keep both languages in view

Preserve source documents and refined English output side by side instead of pasting text through multiple tabs.

Step 4

Refine immediately after translation

Move straight into grammar fixes and paraphrasing once the right translation is on the page.

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.

Shared English output across markets

Cross-border teams

Keep messaging consistent when ideas originate in multiple languages but final documents, emails, and proposals need polished English.

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.

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 May 22, 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.

Does Diglot support bilingual drafting into English?

Yes — that is the core use case. Diglot is built for the workflow where you think in your L1 (Korean, Chinese, Japanese, Spanish, Russian, Arabic) and publish in English. The translator keeps your L1 source anchored on screen, offers three alternative renderings per passage (literal, idiomatic, formal), and hands the result straight to the grammar checker without copy-pasting.

How is Diglot different from DeepL, Google Translate, or ChatGPT?

DeepL and Google return one black-box translation per query. ChatGPT is flexible but prompt-dependent and has no persistent memory across sessions. Diglot returns three renderings (literal/idiomatic/formal) so you choose what fits your reader, persists your approved terminology across all documents, and integrates translation with grammar and paraphrase inside one bilingual editor.

Is Diglot useful for business communication?

Yes — Diglot is calibrated for business correspondence with locale-specific register controls. Japanese keigo, Spanish tú/usted, and Arabic MSA register choices are explicit prompts rather than guesses the model makes silently. Translation memory keeps brand names, product terms, and contract language consistent across every email, proposal, or report.

Can I translate while editing the same document?

Yes — translation, editing, paraphrasing, and grammar checking all share the same document context. Translate a paragraph from Korean to English, fix any L1-transfer grammar errors, and paraphrase any awkward sentences — all without leaving the editor or losing the surrounding draft. Generic stacks force three browser tabs and three copy-pastes.

Can I compare translation options before choosing one?

Yes — Diglot always returns at least three alternative renderings per passage. Literal preserves source-language structure for technical accuracy. Idiomatic reads as native English for general audiences. Formal tightens register for academic and business writing. Pick whichever matches your reader, or mix renderings paragraph by paragraph across a long document.

Is Diglot useful for academic writing in English?

Yes — academic translation is one of the strongest use cases. Diglot preserves IMRaD section headers, citation styles, and inline equations during translation. Domain-locked terminology routes medical, legal, and scientific terms through a verified term database instead of guessing synonyms. Format-preserving mode keeps Markdown, LaTeX, and HTML structure intact across round-trips.

Write in your language,
publish in English

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

Start for free

*No credit card required

AI Translator for speakers of:

Diglot's checker models L1-to-English transfer patterns for each language family. Pick yours for the patterns we specifically address.

An AI translator for ESL writers needs to do more than swap words between languages — it has to support the bilingual drafting workflow where you think in Korean, Chinese, Japanese, Spanish, Russian, or Arabic and publish in English. Generic translators (DeepL, Google Translate, ChatGPT) return one black-box rendering and expect you to figure out whether it fits your reader, your discipline, or your formality level.

Diglot returns three renderings side by side — literal preserves source structure for technical accuracy, idiomatic reads as native English for general audiences, formal tightens register for academic and business writing. The L1 source stays anchored on screen the whole time, so you never lose context the way you do when DeepL replaces your text in place. Per-writer translation memory remembers your approved terminology across every document, so medical terms, brand names, and field jargon stay consistent over months of writing.

And because Diglot keeps translation, grammar checking, and paraphrasing inside one bilingual editor, your workflow stops requiring three browser tabs and three copy-pastes — the result reads as if a native-English colleague edited it without the round-trip through three competing AI tools.