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Download againCapturing Every Detail Even at 230 km/h.
Recon Global Shutter is now STQC-certified.


A camera has never existed to produce footage. It exists to produce understanding. We embed Vision Language Models directly on our cameras, so each unit delivers answers instead of hours of video to review.
Stellarview researches the parts. The vision language models, the quantisation that fits them onto a camera, the inference engine that runs them, and the optics that feed them are all our own work, because reasoning at the edge is a systems problem and cannot be bought in pieces.
Our focus is traffic, enforcement and city-scale public safety. India is our proving ground. The world is our market.
Certified management systems




From highways and tolling to smart cities, gated communities, and commercial complexes — each path maps to the products operators deploy.

Edge AI for national highways and expressways: 24/7 enforcement, real-time incident detection, accurate traffic data and court-ready evidence on existing gantry infrastructure.

City-scale vision for junctions and corridors: automated enforcement, real-time incidents, traffic intelligence and natural-language search across every connected camera.

Lane and MLFF tolling vision: AI classification, per-lane ANPR, evidence for every transaction, and multi-plaza analytics for concessionaires and NHAI operators.

ANPR access control for residential societies and gated communities: whitelist automation, visitor logs, blacklist alerts, and remote management with GateGuard and GateGuard Connect.

Multi-site ANPR access control for hotels, corporate campuses, factories, construction sites, and government premises: unified whitelist, audit trails, and enterprise integrations.
Ask in natural language. Get the evidence. Describe what you saw — AI Search on Recon returns matching frames with timestamp and plate, instead of hours of footage to scrub.
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Trusted across highways, tolling, enterprise & residential





























57 AI-Powered Global Shutter cameras across 22 gantries, built to NHAI's 2023 VIDES policy.
Figures above are across deployments. Site results for Lucknow Ring Road are in the case study.
Read case study →−40% entry/exit time, −90% unauthorised entries.
Full vehicle logs and tighter campus access control.
ANPR access for a 53-storey high-rise.
All case studies →
Stellarview's Vision Language Model wins Track 3, research accepted at ECCV 2026 in Malmö, Sweden.

Top leaders including the Prime Minister witnessed live demos of Recon at the NVIDIA pavilion in New Delhi.

Nine concurrent AI models on Jetson Orin NX bring sub-500ms natural language video search to highway surveillance.