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MEET VIGIA

Real-time road intelligence on the edge

Low-latency audio understanding, hazard memory, and a generative co-pilot that speaks before trouble.

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REAL-TIME ROAD INTELLIGENCE

Start from anywhere. We'll meet you there

Bring your own sensors, start with a template, or even a prompt. VIGIA meets you where you are and gets you live fast.

INTERACTIVE DEMO

Contextual Awareness

As you scroll inside this section, the co-pilot scrubs a short route in Bengaluru, recalls nearby hazards from memory, and speaks before you reach them.

copilot@vigia
IDLE
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Active Hazards
Your Position

ECONOMICS

VGT powers the road‑hazard economy.

Contributors earn VGT for verified road-hazard data. Developers spend VGT for APIs, GeoRAG tiles, and alerts—closing the loop between supply and demand.

VGT
VIGIA Token

VGT is the settlement layer for VIGIA: every confirmed hazard, every data tile, and every high-priority alert eventually flows through this token. Rewards are transparent and on‑chain.

Data usage

Developers redeem VGT for API credits, hazard tiles, and GeoRAG queries. Network fees recycle value to contributors.

Reward split

Only confirmed hazards mint VGT. Publishers and validators share rewards according to a transparent on‑chain split.

Burn & scarcity

A portion of network spend is burned, while another portion flows to future rewards, aligning usage with long‑term scarcity.

Built for contributors

On‑device capture, validation, and V2X participation all accrue rewards, even when you’re far from the cloud.
WALLET PREVIEW
VGT
Contributor wallet
0x742d…3f8a
Live
Total balance
12,186.35
VGT
+1,320 VGT (+2.6%)
Last 30 days
Recent activity
Hazard validated
Pothole • Mumbai
+15.5 VGT
V2X contribution
Network consensus
+8.2 VGT
Data contribution
25 km coverage
+12.0 VGT
Rewards tracked on‑chain. Transparent distribution.View pricing →

COVERAGE

Map India. Join the grid.

VIGIA is a community-powered network for fresh Indian road intelligence— collected, verified, and shared in real time.

12.4M
Total km mapped
18%
India road coverage
3.1M
Unique km mapped
Mumbai, Maharashtra
Mumbai, Maharashtra
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Delhi, NCT
Delhi, NCT
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Bengaluru, Karnataka
Bengaluru, Karnataka
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Hyderabad, Telangana
Hyderabad, Telangana
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Chennai, Tamil Nadu
Chennai, Tamil Nadu
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Pune, Maharashtra
Pune, Maharashtra
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Kolkata, West Bengal
Kolkata, West Bengal
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Ahmedabad, Gujarat
Ahmedabad, Gujarat
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Mumbai, Maharashtra
Mumbai, Maharashtra
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Delhi, NCT
Delhi, NCT
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Bengaluru, Karnataka
Bengaluru, Karnataka
Explore region→
Hyderabad, Telangana
Hyderabad, Telangana
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Chennai, Tamil Nadu
Chennai, Tamil Nadu
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Pune, Maharashtra
Pune, Maharashtra
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Kolkata, West Bengal
Kolkata, West Bengal
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Ahmedabad, Gujarat
Ahmedabad, Gujarat
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Ahmedabad, Gujarat
Ahmedabad, Gujarat
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Kolkata, West Bengal
Kolkata, West Bengal
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Pune, Maharashtra
Pune, Maharashtra
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Chennai, Tamil Nadu
Chennai, Tamil Nadu
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Hyderabad, Telangana
Hyderabad, Telangana
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Bengaluru, Karnataka
Bengaluru, Karnataka
Explore region→
Delhi, NCT
Delhi, NCT
Explore region→
Mumbai, Maharashtra
Mumbai, Maharashtra
Explore region→
Ahmedabad, Gujarat
Ahmedabad, Gujarat
Explore region→
Kolkata, West Bengal
Kolkata, West Bengal
Explore region→
Pune, Maharashtra
Pune, Maharashtra
Explore region→
Chennai, Tamil Nadu
Chennai, Tamil Nadu
Explore region→
Hyderabad, Telangana
Hyderabad, Telangana
Explore region→
Bengaluru, Karnataka
Bengaluru, Karnataka
Explore region→
Delhi, NCT
Delhi, NCT
Explore region→
Mumbai, Maharashtra
Mumbai, Maharashtra
Explore region→

FOR DEVELOPERS

Developer‑first, enterprise‑ready.

VIGIA is built for rapid prototyping and clean production integrations—APIs, SDKs, and a playground that ship with compliance baked‑in.

Ship edge‑ready hazard intelligence without wrestling infra. Start in the browser, then graduate to SDKs and managed APIs when you’re ready.

Build with VIGIA
API

Simple, stable endpoints for ingestion, hazard memory, and realtime alerts.

SDKs

Browser and Node SDKs that hide ONNXRuntime/WebGPU complexity.

Playground

Tune prompts, voices, and routes in your browser before touching code.

SOC 2 Type II
HIPAA‑ready
PCI Level 1
SLO‑backed uptime
COMPLIANCE
PLAYGROUND
API
SDK
SECURITY

BENCHMARKS

ARGUS v8x vs Simple YOLO

Measured on M2 MacBook Pro with CPUExecutionProvider. Batch=1, 200 runs, 20 warmup iterations.

Speed
Latency p50 @ batch=1
91.05ms
ARGUS v8x
8.56 img/s
148.84ms
Simple YOLO
5.13 img/s
Speed score (vs YOLO)
38.8% faster
Throughput: +66.9%
Footprint
Median peak RSS
79.5MB
ARGUS v8x
File: 14.73 MB · Load: 141 ms
69.7MB
Simple YOLO
File: 12.26 MB · Load: 112 ms
Footprint score (vs YOLO)
+14.1% RSS
Trade‑off: modest memory increase for better accuracy.
Stability
Lower index is better
1.457index
ARGUS v8x
p99/p50: 1.62 · σ/μ: 0.44
1.736index
Simple YOLO
p99/p50: 2.15 · σ/μ: 0.58
Stability score (vs YOLO)
16.1% more stable
Lower tail latency & jitter across runs.
UltraFace (edge privacy module)
Speed
3.33 ms · 293.1 img/s
Score: 50.5×
Footprint
77.1 MB · 0.437 MB
Score: 3.38×
Stability
0.764 · p99/p50: 1.22
Score: 2.27×

* Privacy engine, blurs faces at edge.

Accuracy gains (estimated / predicted)

Object Detection mAP
93.5%
vs 85.0% baseline
Edge Case Handling
84.5%
vs 65.0% baseline
Low-Light Performance
78.3%
vs 58.0% baseline
Multi-Scale Detection
92.4%
vs 77.0% baseline
+10% absolute mAP gain through SimAM attention and Swin Transformer improvements. Edge case handling improves by +30%, low‑light by +35%, and multi‑scale by +20%.

Benchmarks: M2 MacBook Pro, CPUExecutionProvider, batch=1. Stability = geomean(p90/p50, p99/p50, std/mean). Lower stability index is better.