Find the signals that drive decisions.
Explore, align, and interpret terabyte-scale, multi-modal sensor data without waiting months for plots and analysis.
NEXT-GEN ON-SITE AI INFRASTRUCTURE
Turn massive industrial data into decisions—on site, in near real time.
MaritimeManufacturingEnergy
Near real timefrom massive data to on-site decisions
5–10%smartly sampled data used by Lightscline's proprietary AI
Up to 400×more compute-efficient
100 TB+multi-modal sensor data analyzed
Hardware agnosticefficient deployment at the edge
Working with leaders in Maritime, Manufacturing, Energy, & Frontier Sensing Research
ONE END-TO-END PLATFORM
From data discovery
to on-site deployment.
Next-generation sensing is creating more data than industrial infrastructure can efficiently move, store, and process. Lightscline is built for the resulting compute, power, storage, transmission, and latency constraints—accelerating the complete workflow from data discovery to near-real-time decisions on site.
Act on the 5–10% that matters.
Unlike traditional pipelines that collect every data point and reduce it later, Lightscline smartly samples 5-10% data which flows through our compact models running near-real-time workflows on on-site infrastructure.
FEATURED COVERAGE
Covered by leading
technology media.
IEEE Spectrum and R&D World have covered Lightscline’s approach to using dramatically less data and compute to accelerate industrial and scientific workflows.
IEEE SpectrumJAN 27, 2025
New Neural Network Slashes Sensor-Data Overload
“More than 90 percent” accuracy while sampling as little as 10 percent of the original sensor data.
Read the featureR&D WORLDJUN 9, 2026
A one-to-two-year seafloor workflow becomes a two-month sprint
Lightscline helped analyze roughly 20 TB of archival recordings for peer-reviewed Monterey Bay research.
Read the featureR&D WORLDFEB 24, 2025
Post-Nyquist AI reduces sensor data by 90%
A look inside the published SIUN architecture—and how smaller models can deliver major efficiency gains.
Read the featureONE PLATFORM · THREE PROVEN VERTICALS
From seabed to factory floor to subsurface.
One on-site AI infrastructure layer for next-generation maritime, manufacturing, and energy sensing—adapted to each industry’s physics, operating constraints, workflows, and decisions.
01
Subsea & Maritime
Lightscline’s on-site AI infrastructure aligns DAS, ADCP, seismic, tidal, weather, geophone, and hydrophone data—accelerating workflows that previously took months or years.
Explore Subsea & Maritime 02Manufacturing
Turn high-frequency vibration, acoustic, current, and thermal data into near-real-time equipment decisions using compact AI models built for the plant.
Explore Manufacturing 03Energy
Lightscline’s on-site AI infrastructure transforms DAS, DFOS, seismic, and geophone data into near-real-time intelligence for microseismic monitoring, flow profiling, and production workflows.
Explore EnergyCOLLABORATIONS & MARKET VALIDATION
Built alongside domain leaders.
Research institutions, enterprise software platforms, strategic industry partners, and customers are helping move Lightscline from validated science into operational use.
MBARI
Research collaboration and multi-modal seafloor sensing workflows.
SAS
Enterprise analytics partnership for high-frequency industrial data.
NPC, Inc.
Strategic investor and channel partner for manufacturing adoption.
Prime-contractor engagement
Letters of support and intent supporting defense and dual-use pathways.
Major-operator pilots
Field and workflow validation with leading E&P organizations.
Commercial deployment
Multi-year software licensing with an energy service provider.
START WITH YOUR DATA