Voice-first interfaces in 11 Indian languages, photo-AI for shelf-audits and counterfeit detection, and LLM-powered campaign generation â all production-grade and on-device-friendly.
Mechanic/farmer speaks in mother tongue: "ā¤ŽāĨā¤°āĨ ā¤ā¤¸ ā¤Žā¤šāĨā¤¨āĨ ā¤āĨ ā¤ā¤Žā¤žā¤?" â works on 2G smartphones with patchy connectivity.
On-device wake-word + cloud STT trained on 14 Indian dialects including code-mixed Hinglish, Tanglish, Banglish.
LLM extracts intent from imperfect speech â "kitne paise mile is hafte" â earnings_query(period=this_week).
Voice + text + visual reply. Festival nudges, tier progress, next-action suggestions in same dialect.
Voice-redeem to UPI: "âš4500 SBI khaate mein bhej do" â confirms and disburses, all hands-free.
Shelf compliance â score visibility, share-of-shelf vs planogram
Counterfeit detection â match cap/seal/label vs reference set
Pour-test verification â confirm liquid lubricant matches viscosity profile
Site verification â GPS + photo proves work happened at painter site
Damage assessment â auto-flag damaged goods at receipt
Cooler placement â beverages chilled-shelf compliance audit
Auto-write WhatsApp blasts in regional language for each persona
Scheme suggestions based on territory underperformance
Personalized nudges â "you scanned 18 cans last month, hit 25 for Gold"
Festival creative auto-generation with brand-safe visuals
Voice-bot scripts for tele-calling teams in 11 languages
A/B testing across creatives + payouts with auto-winner picks