How to make AI write natural Hinglish — WhatsApp replies, Instagram captions and customer emails (prompts that work)

Every AI defaults to sounding like a British newsreader. Here are the exact prompts, ratios and examples that make Claude, Gemini and Llama write natural Hinglish for WhatsApp, Instagram and email — without the Bollywood-trailer vibe.

KKryotta TeamProduct & research · · 3 min read
Typing a message on a phone at a busy Indian café
Typing a message on a phone at a busy Indian café

Half of India's business happens on WhatsApp, and most of it happens in Hinglish. "Sir, order kab tak aayega?" — you can't reply to that in Queen's English and you can't reply to it in pure Hindi either. And every AI tool I've tried defaults to sounding like a British newsreader.

After a lot of trial and error, here are the prompts and settings that make AI write natural Hinglish — for WhatsApp replies, Instagram captions and customer emails — without sounding like a Bollywood dialogue.

Rule 1: give it your own examples

AI copies the style it sees. So the single most powerful thing you can do is paste three of your real messages first:

Here are three messages I've sent customers. Match this tone and mix of Hindi/English exactly.

  1. "Hi Priya ji, order dispatch ho gaya hai 😊 tracking link kal tak aa jayega."
  2. "Sorry for the delay sir, courier ki taraf se issue tha. Aaj shaam tak deliver ho jayega."
  3. "Thank you so much! Agar koi aur help chahiye toh bataiye." Now write a reply to a customer asking why their refund is taking 7 days.

Claude is especially good at this — it picks up the level of Hindi, the "ji", the emoji, and stays there.

Rule 2: say the ratio out loud

"Hinglish" means different things to different people. Be specific:

Write in Hinglish — about 70% Hindi words in Roman script, 30% English. Keep technical words (refund, tracking, order ID) in English. No pure Hindi sentences.

That one line fixes 80% of weird outputs.

Rule 3: name the platform and the length

WhatsApp is short. Instagram is punchy. Email is polite. Tell it:

Format: WhatsApp reply, maximum 3 lines, one emoji, no signature.

or

Format: Instagram caption, 2 lines + 5 hashtags, first line should stop the scroll.

Prompts I actually use (copy these)

Angry customer, late delivery

Customer message: "Kya yaar, 5 din ho gaye order nahi aaya. Cancel karo." Reply in friendly Hinglish (60/40 Hindi/English), apologise once, give a concrete update, offer a small goodwill gesture (₹100 store credit), and end warmly. WhatsApp format.

Festive offer post

Write 3 Instagram caption options for a Diwali sale on ethnic kurtis, 20% off till Sunday. Hinglish, playful, one line each, plus 5 hashtags. Avoid clichés like "dhamaka".

Reply to a 1-star review

Draft a public reply to a 1-star Google review that says the food was cold. Hinglish is fine but keep it respectful and mostly English since it's public. Apologise, don't argue, invite them back.

Follow-up to a lead

Write a soft follow-up WhatsApp to a lead who asked for a quotation 3 days ago and went silent. Hinglish, 2–3 lines, not pushy.

Which model does Hinglish best?

From my testing: Claude for tone and restraint, Gemini a close second and better when the caption needs a current reference (a cricket match, a trending sound), Llama/Nova perfectly fine for volume — fifty captions for a catalogue — and much cheaper. In Kryotta I run the first prompt through two models side by side, pick the tone I like, and let Auto handle the rest of the day.

The mistakes that make it sound fake

  • Too many Bollywood words ("dhamaka", "jhakaas") — real customers don't talk like trailers.
  • Mixing scripts (Devanagari + Roman in one message) unless you actually do that.
  • Long messages. Hinglish is a spoken register; keep it short.
  • Forgetting "ji" / "sir" / "ma'am" where your customers expect respect.

Save the three-example prompt as a template and you'll never start from a blank box again.

K
Written by
Kryotta Team
Product & research

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