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🤖 AI + Human Intelligence — Our Technology Stack

AI that speaks
Bhojpuri.
Humans who
truly care.

Limo Jobs is built on India's most advanced regional-language AI stack — 12 dialects, voice and chat, document intelligence, shift prediction — combined with a network of human Language Captains who have lived the migrant worker's journey themselves.

Sarvam AI Dhruva AI4Bharat IndicBERT WhatsApp Business API Claude API UIDAI eKYC Parivahan API DigiLocker UPI Stack
// Limo Jobs AI Architecture Stack
ASR
Sarvam DhruvaDeepgramWhisper v3
TTS
IndicTTSElevenLabs
NLU
IndicBERTClaude APIGemini 2.0
Chat
WhatsApp APIMeta Cloud
Verify
UIDAI eKYCParivahanDigiLocker
Predict
Shift AICollab Filter
// 12 Language Models — Fine-tuned on gig-worker domain
Hindi
Bhojpuri
Bengali
Tamil
Telugu
Odia
Kannada
Maithili
Marathi
Gujarati
Rajasthani
Malayalam
Four-Layer Intelligence System

Discover. Qualify.
Onboard. Retain.

Each layer of the Limo Jobs platform is powered by a different AI modality — voice, chat, document intelligence, and predictive analytics — all working together seamlessly.

LAYER_01 // DISCOVER
📡

AI-Powered Source-State Recruitment

Reach workers before they leave home

Outbound AI voice calling campaign targeting working-age males in 50+ high-migration districts. Voice bot calls in the worker's exact dialect — Bhojpuri for Gorakhpur, Maithili for Darbhanga, Odia for Ganjam. Works on basic 2G mobile networks. Missed call + WhatsApp opt-in flow for workers without smartphones.

Sarvam Dhruva ASRIndicTTSWhatsApp CloudOutbound IVR
LAYER_02 // QUALIFY
🔍

12-Question AI Qualification Engine

15 minutes. 14 data points. 0 human recruiters.

AI conducts a structured 12-question voice interview in the worker's dialect, capturing name, location, licence type, vehicle ownership, platform preference, shift preference, prior experience, bank account status, city target, and travel timeline. Fitment score auto-calculated (0–100). Worker routed to best-match platforms automatically.

IndicBERT NLUClaude APIScoring Engine
LAYER_03 // ONBOARD
🎓

Regional Language Training Delivery

Platform-specific. Dialect-accurate. Before they board the train.

Six training modules delivered via WhatsApp voice notes + visual cards in the worker's language. City navigation, app training, earnings intelligence, safety, customer service, and financial literacy — all completable before arrival. Works on 3G. App size under 15MB for low-spec Android devices. Adaptive pacing based on completion speed.

AI4Bharat TTSWhatsApp APIAdaptive LMSVision AI
LAYER_04 // RETAIN
🧠

Shift Intelligence & Retention AI

Predict. Optimise. Retain. Every day.

Collaborative filtering on cross-platform earnings data predicts optimal zone/time/platform combinations for individual workers — growing more accurate as the dataset scales. Churn prediction model flags workers at risk (3+ days offline, earnings drop >30%) for proactive outreach by Language Captains. Shift Intelligence recommendations delivered via WhatsApp daily briefing.

Collab FilterChurn PredictorKafka StreamBigQuery
The Language Moat

12 languages.
Not just Hindi.

Every competitor offers Hindi and English. Limo Jobs is fine-tuned in 12 Indian languages — including dialects no other platform has built for. This is our deepest technical moat.

हिन्दी
Hindi
60 crore speakers
All 6 cities
● Live
भोजपुरी
Bhojpuri
8 crore speakers
UP / Bihar workers
● Live
বাংলা
Bengali
10 crore speakers
WB + Bangalore
● Live
தமிழ்
Tamil
8 crore speakers
Chennai + Bangalore
● Live
తెలుగు
Telugu
9 crore speakers
Hyderabad + Bangalore
● Live
ଓଡ଼ିଆ
Odia
4 crore speakers
Odisha workers (high migration)
● Live
ಕನ್ನಡ
Kannada
5 crore speakers
Bangalore local workers
● Live
मैथिली
Maithili
3 crore speakers
Mithila region Bihar/Nepal
● Live
मराठी
Marathi
9 crore speakers
Mumbai / Pune locals
Coming Soon
ગુજરાતી
Gujarati
5 crore speakers
Mumbai + Ahmedabad
Coming Soon
राजस्थानी
Rajasthani
5 crore speakers
Delhi + Rajasthan workers
Coming Soon
മലയാളം
Malayalam
4 crore speakers
Kerala workers in Chennai/Blr
Coming Soon
Shift Intelligence Engine

The only AI that
tells you
where to earn more.

Most riders open one app and wait. Limo Jobs aggregates cross-platform earnings data and sends each worker a personalised daily briefing: which platform, which zone, which hours will earn the most — for them, today, in their city.

// How Shift Intelligence Works
1. Collects anonymised earnings data from all platform partners (API feeds)
2. Builds zone-level demand model per city, updated hourly
3. Personalises recommendations per worker (vehicle type, zone proximity, platform ratings)
4. Sends WhatsApp briefing each morning in worker's language
5. Learns from outcomes — model improves with each worker's data contribution
+32%
Average income increase
Daily
Briefing via WhatsApp
Hourly
Model updates
shift_intelligence.today // Mumbai
Live
06:00–10:00
Blinkit
₹320/hr
Hot🔥
10:00–14:00
🥬Zepto
₹260/hr
Good
14:00–17:00
🍕Zomato
₹140/hr
Slow
18:00–23:00
🍕Zomato
₹380/hr
Surge⚡
23:00–02:00
🍱Swiggy
₹220/hr
Night+
Document Verification

From document photo
to verified in 2 hours.

No office visits. No middlemen. No waiting 5 days. Limo Jobs' Document AI verifies everything through official government APIs in real time.

📸
Worker WhatsApp Photo

Aadhaar + DL + RC photographed via phone camera and sent on WhatsApp

T+0 min
🤖
Document AI Extraction

Vision model extracts all fields — name, DOB, DL class, vehicle details — from photo

T+3 min
🔗
API Verification

Cross-checks against UIDAI, Parivahan (Vahan), DigiLocker, and court records in real time

T+15 min
🤳
Liveness Check

Selfie captured via WhatsApp, matched against Aadhaar photo using face recognition

T+20 min
Profile Activated

Worker profile created, fitment score generated, platform API registration initiated

T+2 hours
The Human Layer

AI does the work.
Humans give
the heart.

Technology handles scale. Language Captains handle trust. Together, they create something no pure-AI platform can replicate: a genuine human relationship with every worker.

👥 Language Captain Network
Senior Limo Jobs workers from each home state serve as Language Captains — meeting new arrivals at railway stations, providing city orientation, mentoring through first month, and flagging issues to the AI system. They earn ₹22,000–₹28,000/month + commission. For them, it is a promotion; for new workers, it is the most important relationship in the city.
🤖 AI Handles
👥 Human Handles
AI
Outbound voice calling in 12 dialects — 10,000 calls/day at zero marginal cost
+
Human
Answers complex questions about city life that an AI cannot fully contextualise
AI
Document verification in 2 hours via 5 government APIs simultaneously
+
Human
Handles exceptions — expired licences, damaged documents, escalations
AI
Delivers 6-module training via WhatsApp in worker's dialect, tracks completion
+
Human
Addresses fear, confusion, homesickness — emotional support no bot can provide
AI
Daily Shift Intelligence briefing: optimal zone/time/platform recommendations
+
Human
Accompanies worker on first day in the city; introduces to housing community
AI
Churn prediction model flags at-risk workers 7 days before likely dropout
+
Human
Captain calls the worker, listens, problem-solves — turns a stat into a saved life
Meet the Language Captains

They walked this road.
Now they light the way.

👨

Arvind Mishra

🏘️ From Varanasi, UP → Mumbai Captain (Bhojpuri)

"When I arrived in Mumbai five years ago, I was lost. Nobody spoke my language. Now I am the first person new workers meet at CST Station. I tell them: you are not alone. I know every street, every PG, every shortcut."

340
Workers mentored
4.9★
Captain rating
5 yrs
In Mumbai
👩

Sunita Kumari

🏘️ From Patna, Bihar → Bangalore Captain (Hindi/Maithili)

"I am the only female Captain in Bangalore. The women who come here — they are scared. I tell them: I drove Ola here alone, I found my PG alone, and I thrived alone. You will too. And I will be there with you."

210
Women mentored
5.0★
Captain rating
3 yrs
In Bangalore
👨

Bikash Mohapatra

🏘️ From Ganjam, Odisha → Delhi Captain (Odia)

"Nobody in Delhi spoke Odia. I was invisible. I found Limo Jobs, became a Captain, and now every worker from Odisha in Delhi knows my name. I am their first call. I am their home away from home."

280
Workers mentored
4.8★
Captain rating
4 yrs
In Delhi

See the AI in action.

Request a live demo of the Limo Jobs AI stack — hear the Bhojpuri voice bot, see the 2-hour verification flow, and watch Shift Intelligence in real time. No slides. Just the real product.