1 / 10
The Problem · Every Day · Across India
A rider gets this address.
What happens next?
"Near banyan tree, behind Raju shop,
Yellareddyguda, Siddipet, Telangana"
🗺️
Google Maps
No results found
📞
Rider calls customer
20 mins. Might find it.
↩️
Marks RTO
₹180 lost. Sale gone.
This happens 27% of the time in rural India. That's ₹2,800 Crore wasted every year.
Meet Your User
Ravi, Logistics Ops Manager
Hyderabad · 50K deliveries/month
😤 His daily pain
  • › 8,000–15,000 undeliverable addresses/month
  • › 3 ops staff manually calling customers to verify
  • › ₹18–25L/month in reverse logistics costs
  • › ONDC rural mandate requires 95%+ delivery SLA
"I have the addresses. I just can't find them on any map."
✅ What Ravi wants
  • › Drop a CSV of addresses in the evening
  • › Get GPS coordinates back by morning
  • › Route optimisation runs automatically
  • › Riders never need to call a customer again
₹180
saved per delivery that doesn't RTO.
At 10K failed deliveries/month = ₹18L saved.
1
2
3
4
5
Step 1 · Discovery
Ravi opens bigeo.in
bigeo.in
Rural India's Last-Mile OS
Send any Indian address. Get GPS coordinates in under 2 seconds.
Try: Near banyan tree, Yellareddyguda, Siddipet…
→ Parse
1M+
GPS Points
649K
Villages
<2s
Response
36
States
He doesn't read docs. He types his problem address into the live demo terminal.
✓
2
3
4
5
Step 2 · The Wow Moment
He pastes a real failed address.
Hits enter. Watches.
→ He types in the demo box
address:
"H.No 3-12, near Govt School,
 Narsapur, Medak, Telangana
 502313"

[Enter]
This is one of Ravi's actual failed deliveries from last week.
← Result appears in 1.8 seconds
{
 "village": "Narsapur", ✓
 "mandal": "Narsapur",
 "district": "Medak",
 "state": "Telangana",
 "pincode": "502313",
 "lat": 17.772041, ← real GPS
 "lng": 78.299922,
 "confidence": 0.78
}
✅ locality_match · 0.75+ confidence
"This is the address that failed delivery 3 times last month. You just resolved it in 2 seconds."
✓
✓
3
4
5
Step 3 · Get Access
He clicks "Get API Key".
30 seconds. Done.
API Key Registration
Company: FastDeliver Logistics Pvt Ltd
Email: ravi@fastdeliver.in
Use case: Delivery address resolution
Request API Key →
📧 Ravi gets this email in 30 seconds
Your BiGeo API key:
bgeo_live_fastdeliver_xK7m...

Free tier: 500 calls/month
Bulk endpoint: 1,000 addresses/request
Rate limit: 100 req/min
No credit card. No sales call. No waiting. The key works immediately. 500 free calls to validate against his actual failed addresses.
✓
✓
✓
4
5
Step 4 · Integration
Ravi's dev makes one API call.
Works in 10 minutes.
Single address · /parse
curl -X POST \
  https://v34s17v3h2.execute-api.
  ap-south-1.amazonaws.com/v1/parse \
  -H "x-api-key: bgeo_live_..." \
  -H "Content-Type: application/json" \
  -d '{"address":"Near banyan tree,
    Yellareddyguda, Siddipet"}'
Bulk · /parse/bulk (enterprise)
curl -X POST \
  .../v1/parse/bulk \
  -H "x-api-key: bgeo_live_..." \
  -d '{"addresses": [
    "H.No 3-12, Narsapur, Medak",
    "Near ZP school, Chinnakodur",
    ... up to 1,000 addresses
  ]}'

// Returns all 1,000 results in ~40 seconds
// Same order as input. Parallel processing.
1,000
addresses per bulk request
~40s
to resolve 1,000 addresses
₹2–5
per address at scale
✓
✓
✓
✓
5
Step 5 · The Outcome
Ravi runs 10,000 failed addresses.
Next morning. No manual work.
😤 Before BiGeo
RTO rate27%
Monthly RTO cost₹18–25L
Manual address calls3 staff full-time
First-attempt success73%
✅ After BiGeo
RTO rate< 10%
Monthly savings₹12–18L
Manual address callsNear zero
First-attempt success90%+
BiGeo costs Ravi ₹2,000–5,000/month at 10K addresses. He saves ₹12–18L/month. ROI: 300×.
Under the Hood
Why BiGeo works when
everything else fails
The 4-Layer Pipeline
1
Knowledge Base
Vector search: 1M+ PMGSY habitations in AWS Bedrock
2
Claude Sonnet
Reads informal address, ranks candidates, resolves ambiguity
3
HERE Maps + Pincode DB
GPS enrichment — 19,559 pincode centroids as guaranteed fallback
4
India Address Graph
649K villages · 6,932 subdistricts · PostGIS · Fuzzy search
The Data Nobody Had
1M+
PMGSY KB
Habitation GPS points, vector-indexed
649K
LGD Villages
All 36 states, subdistrict hierarchy
165K
India Post
Post offices with verified lat/lon
19,559
Pincodes
GPS centroids, live in DynamoDB
5 government datasets · 3 months of ETL · Not downloadable from anywhere. This is the moat.
Beyond Ravi
3 user types. Same API. Different pain.
📦
Logistics Ops
🧑
Ravi, FastDeliver
50K deliveries/month
Batch-resolves failed addresses nightly. Riders never call customers again. RTO drops 27% → 10%.
Buyers: Delhivery · Shadowfax · Porter · ONDC
🏦
Rural FinTech KYC
👩
Priya, Aye Finance
Rural loan officer, UP
Pastes customer address from loan form. Gets structured + geocoded output for KYC. No manual verification.
Buyers: MFIs · Spice Money · Rural NBFCs
🏛️
Government DBT
👨
Mohan, NIC Telangana
PM-KISAN admin
Geocodes beneficiary addresses for PM-KISAN, PM Awas Yojana. Eliminates ghost beneficiaries.
Buyers: State NIC · CSC centres · eGov vendors
All three use the same POST /parse call. Pricing: ₹2–5/call at scale.
Where We Are
3 weeks live. Here's the proof.
✅ Built & Live
✅ VAAHAN API on AWS (ap-south-1)
✅ /parse/bulk — 1,000 addresses/request
✅ 649K villages + 1M+ GPS points indexed
✅ HERE Maps GPS enrichment live
✅ API key registration + SES provisioning
✅ bigeo.in live demo (try it now)
✅ 5 warm logistics/fintech conversations
✅ $10K AWS credits · zero infra cost
The Ask · Pre-seed · ₹1–2 Cr
›Data: Expand KB to 5M locations, load state polygon shapefiles
›GTM: Pilot 3 logistics companies, convert 1 to paid
›Team: Backend engineer (ETL + API) + BD for logistics
Try it right now
URL: bigeo.in
API: v34s17v3h2.execute-api.ap-south-1.amazonaws.com/v1/parse
Key: demo-public-readonly
Swamy · Founder & CEO
admin@bigeo.in
1 / 10