No Blind Spots. Anywhere.

Whether in autonomous vehicles, industrial robotics, or mission-critical sensing platforms, systems are only as good as the sensors they depend on. But what happens when those sensors drift, degrade, or fail silently?

Watchtower is a sensor-layer intelligence module that continuously monitors sensor performance, environmental context, and mission conditions — keeping your systems aware, trustworthy, and ready for anything. systems are only as good as the sensors they rely on.

What Watchtower Delivers for Your Business:

→ Faster Time to Market

Watchtower eliminates the need to custom-build sensor validation and monitoring tools. With plug-and-play AI-powered analytics and automated post-mission diagnostics, development cycles accelerate—so you can deploy faster.

→ Lower Unit Cost

By reducing engineering overhead for sensor integration and reliability tracking, Watchtower helps shrink BOM complexity while elevating system trustworthiness. Smarter monitoring reduces rework, retesting, and field returns.

→ Easier Integrations

Watchtower flags timestamp drift, calibration mismatch, data loss, and sensor dropout—so engineers can focus on innovation, not debugging. Its “mission memory” shortens the ramp-up time on new sensor configurations by learning from past field data.

→ Maximum Readiness & Reliability

From day-to-day ops to edge-case anomalies, Watchtower builds a living model of sensor behavior. It flags issues like signal degradation, environmental mismatch, and inter-sensor desync before failure occurs. With cross-platform memory via the Model Context Protocol (MCP) and Retrieval-Augmented Generation (RAG), it anticipates problems using fleet-wide insights and mitigates them early.

→ Market Expansion Without the Guesswork

Watchtower gives product teams the confidence to enter higher-assurance markets—including defense, heavy industry, and regulated environments—without rearchitecting their core systems. By providing trust in the sensing layer without interfering with autonomy, motion, or control logic, Watchtower enables next-level assurance without added fragility.

→ Supply Chain Intelligence

Operational visibility creates procurement clarity. Watchtower captures granular sensor wear patterns, field performance, and environmental tolerance across platforms—enabling smarter stocking, condition-based maintenance, and vendor accountability. This moves sensor decisions from guesswork to data-driven assurance.

→ Pricing Power

Watchtower gives your platform the high-trust edge. By embedding sensor transparency and intelligent diagnostics, you unlock new contract value, enable premium reliability tiers, and meet assurance demands typically limited to bespoke or overengineered systems.

What Watchtower Does for the Mission:

- Monitors Sensor Health

Detects degradation, occlusion, drift, and failure across LiDAR, radar, IMU, visual, and RF sensors — before it cascades downstream.

- Understands Context

Uses historical mission memory and current environmental factors to evaluate when and where sensors are most likely to succeed or fail.

- Feeds Smarter Decisions

Provides sensor reliability scores, logs anomalies, and flags data streams that shouldn’t be trusted — improving perception fidelity and decision-making.

- Learns Over Time

With integration via MCP, Watchtower builds a living memory of sensor behavior across past missions to inform future ones.

Key Features:

- Sensor health scoring with adaptive thresholds

- Predictive sensor maintenance scheduling and alerts

- Environmental confidence estimation

- Post-mission timeline reconstruction

- Anomaly detection and diagnostics

- Cross-mission pattern recognition

- Sensor synchronization and calibration audits

- Edge-deployable on common compute platforms (Jetson, x86, PX4, ROS 2-ready)

- Telemetry logging for diagnostics and compliance

- MCP & RAG -enhanced mission memory and context recall

- Depot sync for fleet-wide intelligence

- Lightweight, containerized integration with autonomy stacks

Who It’s For:

- Fleet Managers & Maintainers seeking tools that reduce downtime, maintenance costs, streamline diagnostics, and extend the life of autonomous platforms and high-trust sensor platforms

- Drone OEMs wanting robust autonomy in uncertain environments

- Defense integrators building trusted systems in GPS or comms-denied spaces

- Robotics teams who rely on consistent sensing in multi-agent swarms

- AI/ML stack builders needing cleaner, more trustworthy sensor input

- Reliability Engineers

Ready to See Watchtower in Action?

Whether you’re building the next generation of drones or deploying mobile robots in the field, Watchtower gives your systems the self-awareness to succeed. Get in touch with us to join our growing list of early adopters!