We engineer AI systems
for the physical world.
Three domains of deep expertise. Every system we build runs in production — on edge hardware, over phone lines, or embedded in machines. No prototypes. No POCs that die on the shelf.
Edge Vision AI
Real-time visual intelligence running on-device — in stadiums, factories, farms, and city infrastructure.
93× inference improvement — from 0.3 FPS to 28 FPS on edge devices
We build computer vision systems that process 4K video at up to 90 FPS on edge hardware — no cloud round-trips, no latency spikes. Our pipelines run on NVIDIA Jetson using TensorRT-optimized models, custom YOLO architectures, and DeepStream for multi-stream processing. We handle everything from model training to on-site hardware deployment and ongoing optimization.
What we've shipped
Sports analytics across 17+ countries (Padel AI, PitchStat, Gamecam), AI-powered crop disease detection, industrial surveillance systems, and wildlife monitoring platforms.
AI Agents
Autonomous voice and conversational agents that handle real workflows — booking, support, operations — 24/7 in multiple languages.
60% reduction in staff load for hotel operations with ARIA voice agent
We build AI agents that talk to real people on real phone lines. Our voice systems use LLM-powered reasoning with Whisper ASR and neural TTS, integrated with telephony providers like Twilio and Exotel. They handle multi-turn conversations, understand context and intent across languages, and operate with sub-2 second response latency. These aren't chatbot demos — they process thousands of live calls.
What we've shipped
InstaBus — a multilingual voice concierge for India's bus travel industry, ARIA — a 24/7 hotel guest experience agent, and voice-powered form assistants that replace manual data entry.
Physical AI & Robotics
Intelligent machines that navigate, inspect, and operate in environments too harsh or remote for humans.
70% reduction in turbine inspection downtime with autonomous blade rover
We design and deploy autonomous systems that combine AI perception with physical actuation. Our robots and drones run on ROS2 with real-time sensor fusion — LiDAR, GPS, IMU, 4K vision payloads — for navigation, inspection, and monitoring. We also build smart infrastructure systems using edge compute with RFID, NFC, and multi-sensor arrays for industrial IoT and smart city deployments.
What we've shipped
Wind turbine blade inspection rovers eliminating hazardous human entry, UAV systems for forest management and defense, FABY telepresence robot, and smart parking meters with LiDAR and RFID on NVIDIA Jetson AGX Orin.
Engineering philosophy.
Start with the constraint
Every project begins with the physical reality — what hardware exists, what environment it operates in, what bandwidth is available. We design AI systems around constraints, not despite them.
Ship to production, not to demo day
We don't build POCs that sit on slides. Every system we deliver runs in production with monitoring, error handling, and real-world edge cases accounted for.
Own the full stack
From model training to hardware selection to on-site installation — we own every layer. No handoffs to third parties, no 'integration partners.' One team, end to end.
We don't just build for clients.
We architect, ship, and scale our own products — proof that we eat our own cooking.
Gigtap
AI-powered hiring for India's blue and grey-collar workforce
Connects workers with employers for safe, reliable, nearby jobs. AI-powered candidate matching, automated verification, and 3× faster hiring cycles.
Built on a semantic matching engine with location-aware ranking and automated document verification pipelines.
InstaBus
AI voice concierge for bus travel operators
Multi-tenant SaaS voice agent platform for bus operators. Handles booking, scheduling, and passenger queries via phone — multilingual, 24/7.
Django/MongoDB backend with FastAPI voice agent, Exotel telephony integration, priority-queue call scheduler, deployed on AWS ECS Fargate.
Edio
Creator content collaboration platform
A content management tool where creators collaborate with their team, editors, and brand partners. AI-powered editing assistance, 4K export, 10× faster content workflows.
Real-time collaborative editing with AI-assisted content tagging and brand asset management.
Got a problem that lives in the physical world?
We take on a limited number of engagements. If yours involves edge hardware, voice agents, or autonomous systems — we should talk.