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
They let dealers, retailers, mechanics and other trade partners use the program by speaking in their own language instead of typing or navigating menus. A partner can ask for earnings, tier progress or a payout by voice, while photo AI checks shelf displays, product authenticity and site work, and a language model helps the brand team draft campaigns.
The voice interface runs in 11 Indian languages and is trained on regional dialects and code-mixed speech such as Hinglish, Tanglish and Banglish. A partner hears the reply, with tier progress and next-step suggestions, in the same language and dialect they spoke in.
Yes. The voice flow is designed for low-literacy users in smaller towns, runs on entry-level smartphones and tolerates patchy connectivity. The partner speaks a question in their mother tongue and gets a spoken, text and visual reply, so no reading or form-filling is needed to check earnings or redeem.
Photo AI turns a picture from the field into proof. It scores shelf visibility against a planogram, compares a product's cap, seal and label with reference images to flag likely counterfeits, and combines GPS with a site photo to confirm that work or a display actually happened before an incentive is paid.
Yes. A partner can ask by voice to send a specific amount to their bank account. The assistant reads the request back for confirmation and then releases the payout over UPI, so redemption is hands-free for users who are not comfortable with app screens.