Multiple signals. One operational picture.
Normalize live inputs, preserve source provenance and combine channel agreement, trust and trend into one readiness decision layer.
Defense-tech / edge systems / R&D prototype
RIGRMission Readiness.
A vendor-neutral edge decision layer designed to turn live sensor telemetry into a simple, explainable readiness picture for military working-dog teams operating where connectivity, attention and time are limited.
“Sensors measure. RIGR decides.”
Offline-firstDesigned to preserve decisions and evidence when the network disappears.
Vendor-neutralNormalized sensor ingestion keeps the decision layer independent of one hardware maker.
Evidence-readyProvenance, confidence, event history and export are built into the workflow.
RIGR / DOG 04EDGE ONLINE
MISSION READINESSREADYSTABLE · confidence 0.92
HEART RATE112
RESP.26
HYDRATION93%
SIGNAL TRUSTHIGH
The problem it attacks
Too much telemetry is still not a decision.
RIGR is built around the last tactical mile: ingest heterogeneous sensor inputs, establish what is normal for the individual dog, isolate questionable sources, and surface a simple handler-facing readiness state without turning the handler into a data analyst.
Compare the dog to itself.
Rolling baselines and drift logic are designed to make the system sensitive to meaningful change without pretending every dog has the same normal.
Bad data should not become a bad decision.
Source trust and redundant-input arbitration are designed to quarantine questionable telemetry rather than blindly average it into the answer.
Mission logic survives comms loss.
Local-first operation, queueing and reconciliation keep the handler-facing loop available when cloud connectivity is unavailable.
Designed for the screen already in the fight.
A transport boundary supports future ATAK plugin integration so readiness can live beside mission context instead of inside another standalone app.
Every state has a story.
Mission sessions, alerts, acknowledgement, source provenance and exports support after-action review and future technical validation.
Architecture
Hardware can change. The decision layer stays.
The prototype deliberately separates transport and device adapters from fusion, readiness logic and the handler UI. That keeps the system open to better sensors instead of locking the product to one vendor.
01 / INPUTWearable sensors
BLE / future field hardware · HR · respiration · temperature · motion · additional channels.
02 / EDGESensor service
Timestamp, normalize, track provenance, assess signal quality and survive intermittent connectivity.
03 / DECISIONRIGR fusion
Baseline, drift, trust, channel agreement, source arbitration and readiness state.
04 / USERHandler / ATAK
READY · WATCH · HOLD with glanceable status, alerts, mission context and after-action evidence.
Working prototype
Don’t just read about it. Open it.
The prototype below is the actual RIGR web application. Use the full-screen launch button if your browser blocks embedded interaction.
LIVE RIGR PROTOTYPE
rigr-ada57.web.app
Open full screen ↗rigr-ada57.web.app
Prototype status: RIGR is an R&D prototype and is not a clinically validated canine medical device, deployed Army capability, or replacement for veterinary care, handler judgment or unit SOP. Current demonstrations may include simulated telemetry; live hardware integration is being developed and tested separately.
Built by Inselman Digital
Complex underneath.
Simple when it matters.
RIGR is a portfolio example of how Inselman Digital approaches difficult field software: isolate the real decision, build around unreliable environments, keep the architecture modular, and make the interface usable under pressure.