Voice-first interfaces in 11 Indian languages, photo-AI for shelf-audits and counterfeit detection, and LLM-powered campaign generation — all production-grade and on-device-friendly.
Mechanic/farmer speaks in mother tongue: "मेरी इस महीने की कमाई?" — 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 — "kitne paise mile is hafte" → earnings_query(period=this_week).
Voice + text + visual reply. Festival nudges, tier progress, next-action suggestions in same dialect.
Voice-redeem to UPI: "₹4500 SBI khaate mein bhej do" — confirms and disburses, all hands-free.
Shelf compliance — score visibility, share-of-shelf vs planogram
Counterfeit detection — match cap/seal/label vs reference set
Pour-test verification — confirm liquid lubricant matches viscosity profile
Site verification — GPS + photo proves work happened at painter site
Damage assessment — auto-flag damaged goods at receipt
Cooler placement — beverages chilled-shelf compliance audit
Auto-write WhatsApp blasts in regional language for each persona
Scheme suggestions based on territory underperformance
Personalized nudges — "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