Short videos can reach viewers across languages, but captions are only useful when they preserve the speaker’s meaning. A machine-generated transcript may confuse Darija expressions, names, code-switching, numbers or French technical terms. This guide presents a repeatable workflow for preparing French, Arabic and Moroccan Darija captions with AI assistance while keeping a person responsible for the final wording.
When this workflow is useful
Use it for short interviews, product demonstrations, tutorials, creator videos and social clips where viewers may watch without sound. It is especially useful when the speaker switches between Darija, French and Modern Standard Arabic. It is not a substitute for a professional translator or legal review when the content has contractual, medical, financial or other high-stakes meaning.
Step 1: Prepare the source before transcription
- Keep an untouched copy of the original video and audio.
- Choose one language output at a time. Do not ask for three translations in a single pass if accuracy matters.
- Write down proper names, brand names, places, product terms and numbers that must remain exact.
- Decide whether Darija should be written in Arabic script or Latin transliteration. Tell the tool explicitly; do not mix both conventions accidentally.
- Confirm that you have permission to process and publish the recording, especially if it includes customers, employees or identifiable voices.
Step 2: Generate a transcript, then correct the source language
Use a transcription or video-editing tool to produce a first draft. For a transcript-led editing workflow, see the Descript app profile and the Descript transcript-editing guide. For a short-form editing workflow, see the CapCut app profile and its short-video workflow guide.
Before translating, correct the transcript in the language actually spoken. Replay unclear phrases. Do not let an AI system silently guess a street name, product model, price, date or technical expression.
Step 3: Translate for meaning, not word-for-word similarity
Use the corrected transcript as the source of truth. Ask the AI to preserve the speaker’s intent, keep product names unchanged, retain numbers exactly and mark any phrase it cannot confidently interpret. For Moroccan Darija, specify the script and register: Arabic script or Latin transliteration, conversational or formal. Review idioms and culturally specific expressions with a fluent human speaker.
Prompt template: French or Arabic captions
Translate the transcript below into [French / Modern Standard Arabic / Moroccan Darija]. Preserve the speaker’s meaning, tone and factual details. Do not invent or remove information. Keep names, brand names, dates, quantities and prices exactly as written. If a phrase is ambiguous, mark it [À VÉRIFIER] instead of guessing. Return concise subtitle lines suitable for a short vertical video. Transcript: [paste the corrected transcript].
Prompt template: Moroccan Darija script choice
Rewrite this corrected Moroccan Darija transcript in [Arabic script / Latin transliteration]. Keep the same spoken meaning and natural Moroccan phrasing. Do not convert it into formal Arabic. Preserve French words that are normally used in this context, and flag unclear expressions rather than guessing. Transcript: [paste transcript].
Step 4: Make captions readable on a phone
- Break long sentences at natural pauses and meaning boundaries.
- Avoid covering faces, product labels or important on-screen information.
- Keep each caption on screen long enough to read comfortably.
- Use consistent punctuation and one spelling convention for names and borrowed words.
- Check Arabic right-to-left rendering, punctuation placement and mixed Arabic/French text on an actual phone.
- Do not rely on colour alone to distinguish speakers or important information.
Step 5: Synchronize and review the finished video
Import the corrected captions into the editor, then watch the entire video with sound on and once with sound off. Check that every caption appears with the right words, at the right time, and disappears before the next thought. Pay special attention to the opening hook, fast speech, speaker changes and the final call to action.
If the video uses synthetic narration, treat it as a separate production step. The ElevenLabs app profile explains voice workflows and the checks for pronunciation, permission and commercial terms. Never clone or imitate an identifiable person’s voice without appropriate authorization.
Step 6: Run this quality-control checklist before publishing
- Meaning: captions do not reverse, exaggerate or weaken what the speaker said.
- Names and numbers: people, brands, locations, dates, quantities and prices match the source.
- Language: Darija script and spelling are consistent; French and Arabic phrases are not accidentally mistranslated.
- Timing: captions match speech and remain readable on a mobile screen.
- Visuals: text does not hide faces, demonstrations, product details or platform controls.
- Rights and privacy: music, footage, voices and source recordings are cleared for the intended use.
- Final approval: a person fluent in the target language watches the exported video before it goes live.
How to measure whether AI actually saves time
Test the process on three representative clips rather than judging it from one easy example. Record the duration of each clip, the number of transcript corrections, translation corrections, timing fixes and total human review time. Compare that with your previous manual workflow. A faster first draft is not a productivity gain if correction and re-editing take longer.
Tools to explore
Start with the CapCut app profile for short-form editing, the Descript app profile for transcript-led editing, and the ElevenLabs app profile if narration is part of the project. Use the AI Finder to explore tools by task, and the AI Guides & Tutorials section for related workflows.
AIToolSee evidence note: this is an editorial workflow and quality-control method, not a claim that AIToolSee has conducted a benchmark or tested these steps on a customer recording. Product features, supported languages, plan limits and licensing can change; check each provider’s current documentation before production.