We build systems where hardware talks to AI — and AI talks back to hardware. Real sensors, real decisions, real automation. Not proof-of-concept. Production.
The Architecture
Edge Hardware
pH, DO, temperature, humidity, biometric — physical-world signals captured at the edge.
Local Processing
On-device logic fires autonomous responses in milliseconds — no cloud round-trip required.
Data Ingestion
Telemetry streams into scalable cloud infrastructure with sub-100ms write latency.
Intelligence Layer
Vector embeddings, LLM reasoning, and predictive models turn raw data into decisions.
Human Interface
Real-time monitoring, automated alerts, and one-click override — accessible anywhere.
Shipped & Running
Every product below is in active production use. Not a demo. Not a pilot. Deployed.
Autonomous life-support for aquaculture.
Sensor networks monitor pH, dissolved oxygen, and ammonia across ponds 24/7. When vitals cross danger thresholds, AquaGuard autonomously triggers aerators and pumps — and alerts operators via SMS — without any human intervention.
Response time
< 2s
Sensor protocols
MQTT + LTE-M
Remediation
Autonomous
Spoof-proof attendance with facial AI.
Facial vector embeddings stored in Supabase Vector enable instant, liveness-checked identity verification. GPS geofencing ensures engineers are physically present. Zero proxy check-ins — by design, not by policy.
Identity method
Vector Embeddings
Anti-spoofing
Liveness AI
Location check
GPS Geofence
Neural prospect discovery at scale.
Autonomous agents scan 50+ digital signals — LinkedIn hiring patterns, technographic shifts, funding rounds — to identify companies ready to buy before they post an RFP. Scored, enriched, and ready to act on.
Signal sources
50+
Intent matching
NLP-driven
Output
CRM-ready
Technical Depth
On-device logic that acts in milliseconds, independent of connectivity.
Large language models embedded into operational workflows, not just chatbots.
ML models trained on real domain data — not synthetic benchmarks.
Liveness detection, facial vector matching, spoof-resistant identity.
Hardware that responds to AI decisions — no human in the loop required.
Sub-100ms data pipelines from physical sensors to cloud dashboards.