Spot problems earlier.Keep operations running.

We connect cameras, sensors, and machine data to help your team detect defects, monitor equipment, and respond to problems across sites.

Physical AI - Turn cameras, sensors and maps into Operations
- WHAT IS PHYSICAL INTELLIGENCE

AI that senses, decides and acts in the physical world.

Physical intelligence connects information from equipment and sites with the systems people use to manage operations.

01SENSE

Senses the physical world

A sensor detects an unusual equipment temperature.

CamerasIoT SensorsGPS / RTLSSatelliteMachine data
02DECIDE

Decides with context

The system checks equipment history and operating limits to understand whether the reading needs attention.

Edge inferenceVision modelsRule engineHistorical state
03ACT

Acts with accountability

The maintenance team receives an alert with the relevant context, then decides how to respond.

Operator alertsWorkflowsControlled actionsAudit trail

Deployed with teams across automotive, heavy equipment, smelting & metals, public safety, utilities, logistics, pharma, airports and infrastructure.

Automotive OEM
Tier-1 Supplier
Heavy Equipment
Smart Infrastructure
Utilities & Power
Logistics Operator
Public Safety
Defence
Smelting & Metals
Mining
Cement & Minerals
Oil & Gas
Pharma & Life Sciences
Food & Beverage
Airports & Transit
Ports & Terminals
Water & Wastewater
Construction
Automotive OEM
Tier-1 Supplier
Heavy Equipment
Smart Infrastructure
Utilities & Power
Logistics Operator
Public Safety
Defence
Smelting & Metals
Mining
Cement & Minerals
Oil & Gas
Pharma & Life Sciences
Food & Beverage
Airports & Transit
Ports & Terminals
Water & Wastewater
Construction
- PHYSICAL SYSTEMS, VISIBLY REAL

See what is happening.
Know where to act.

Explore six projects connecting equipment, cameras, and site information to the work of operational teams.

Truck fleet with camera and driver-assistance monitoring overlays
PHYSICAL AI · CASE STUDY

Fleet operations and driver assistance

Bring vehicle data, trip records, and driver events together so teams can review incidents and coordinate action.

View case study ↗

1 / 6 · Scroll

Fleet operations and driver assistance

Bring vehicle data, trip records, and driver events together so teams can review incidents and coordinate action.

From the case study
260 vehicles and 307 devices; silent devices flagged in under 48 hours.
Operating boundary
Trip evidence supports review by fleet teams.
View case study ↗
Truck fleet with camera and driver-assistance monitoring overlays
Drishti: spot changes on the ground
See how your machines are running
Surveillance control room with operators monitoring live camera feeds and site maps
3D data-centre twin with server racks, cooling systems, and live readings
Monitor generators across sites
Truck fleet with camera and driver-assistance monitoring overlays
Drishti: spot changes on the ground
See how your machines are running
Surveillance control room with operators monitoring live camera feeds and site maps
3D data-centre twin with server racks, cooling systems, and live readings
Monitor generators across sites
Truck fleet with camera and driver-assistance monitoring overlays
Drishti: spot changes on the ground
See how your machines are running
Surveillance control room with operators monitoring live camera feeds and site maps
3D data-centre twin with server racks, cooling systems, and live readings
Monitor generators across sites
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Help teams run safer, more efficient operations.

Give people a clearer view of equipment, sites, and emerging problems so they can act sooner.

Connected World Artificial Intelligence
PRIORITY OUTCOMES

What could improve in your operations?

Start with a recurring problem, identify the information your team needs, and measure whether the system helps them act sooner.

Spot defects earlier
1

Spot defects earlier

Use camera checks to flag possible defects for inspection before they move further through production.

Up to 92%detection recall on surface defects in auto-component lines
Reduce equipment downtime
2

Reduce equipment downtime

Track unusual readings so maintenance teams can investigate before a fault becomes a breakdown.

18–30%lower unplanned downtime after 90 days of monitoring
Monitor sites remotely
3

Monitor sites remotely

Bring site readings, camera feeds, and alerts into one place for teams working across locations.

1 paneacross 100+ sites, cameras and gensets we have deployed
Find energy waste
4

Find energy waste

Compare consumption across equipment and sites to identify where energy use needs investigation.

6–12%typical energy savings surfaced within first quarter
Identify safety risks
5

Identify safety risks

Flag visible hazards and unusual conditions to support review and response by your team.

< 2 secedge inference latency for PPE, intrusion and smoke events
Simplify environmental reporting
6

Simplify environmental reporting

Collect readings and event records to support reporting, with people reviewing data quality and requirements.

Audit-readyevent trail for ESG, EHS and compliance submissions
CAPABILITIES

Connect your equipment, sites, and teams

See what is happening. Understand the problem. Help your team respond.

Monitor and manage sites remotely

Remote monitoring & control

Monitor and manage sites remotely

See equipment status, investigate alerts, and manage sites remotely with controlled access.

View and manage camera feeds

Video and Camera systems

View and manage camera feeds

Bring live video, recordings, and camera health into a system your team controls.

Track equipment and sensor readings

IoT & telemetry systems

Track equipment and sensor readings

Collect equipment readings, track changes, and alert teams when something needs attention.

SYSTEM ARCHITECTURE

From equipment data to informed action

Collect information → Connect it → Identify problems → Help teams respond → Improve over time

Collect information

Collect information

Read signals from cameras, sensors, and machines to understand conditions on site.

OUR PRODUCTS

Products for connected operations

We combine our platforms with engineering and integration work to fit your equipment, sites, and workflows.

InfiIoT use-case illustrationBY SCROBITS

CONNECTED EQUIPMENT

InfiIoT

Turn equipment readings into a connected service.

Who it is for
Industrial OEMs and equipment service teams.
Platform capabilities
Device records, readings, health monitoring, alerts, and service history.
Engineering & integration
Equipment protocols, firmware, customer applications, and service-system connections.
Explore InfiIoT
InfiVision use-case illustrationBY SCROBITS

CAMERAS & COMPUTER VISION

InfiVision

Help teams spot defects and events that need attention.

Who it is for
Manufacturing, safety, and site operations teams.
Platform capabilities
Camera-based detection, event alerts, and review workflows.
Engineering & integration
Camera setup, use-case models, site-specific evaluation, and response workflows.
Explore InfiVision
Drishti use-case illustrationBY SCROBITS

SATELLITE & FIELD INTELLIGENCE

Drishti

Find changes on the ground and prioritise inspections.

Who it is for
Municipal, infrastructure, and field inspection teams.
Platform capabilities
Satellite change detection, source imagery, and an inspection worklist.
Engineering & integration
Imagery coverage, local maps, change criteria, and inspection-system connections.
View Drishti case study
InfiTracker use-case illustrationBY SCROBITS

FLEET INTELLIGENCE

InfiTracker

Bring vehicle activity and trip evidence into one view.

Who it is for
Fleet operators, logistics teams, and transport managers.
Capabilities to discuss
Discuss vehicle tracking, trip review, device health, and driver-event visibility for your fleet.
Engineering & integration
Vehicle devices, data feeds, alert rules, and fleet-system connections. Platform scope is agreed during assessment.
Discuss InfiTracker
ENGAGEMENT MODELS

Pick the engagement that matches your readiness.

Start with a clear scope. Each stage gives your team concrete outputs and a basis for deciding what comes next.

01
Assess

Site assessment

Review your equipment and data, then define a practical pilot.

What you receive

  • Equipment and data review
  • Proposed architecture
  • Pilot scope and success measures
ONE AUDIT2–3 WEEKS · INDICATIVE
02
Pilot

Connected pilot

Test a working system on an agreed site or workflow.

What you receive

  • Working system on an agreed site or workflow
  • Evaluation results against success measures
ONE SITE4–7 WEEKS · INDICATIVE
03
Scale

Rollout and support

Expand what works, prepare your team, and agree ongoing support.

What you receive

  • Deployment plan and operating documentation
  • Team training
  • Agreed support and responsibilities
MULTI-SITEONGOING

Timelines are indicative and depend on site access, hardware availability, data quality, integrations, and security approvals. Assessment and pilot take around 6–10 weeks combined when run sequentially; we confirm the schedule after scoping. Rollout and support are agreed separately.

WHAT PRODUCTION REQUIRES

The unglamorous parts that make the shiny parts work.

We review these six areas during assessment and agree the controls, responsibilities, and support needed for your deployment.

01

Device fleet & OTA

Enrolment, health, firmware and config across edge boxes, cameras and sensors, rolled out and rolled back safely.

02

OT/IT security posture

Network segmentation, signed firmware, mTLS, secrets rotation, role-based access and audit trails.

03

Offline & edge resilience

Local buffering, store-and-forward and degraded-mode operation when connectivity drops.

04

Observability & cost

Metrics, traces, model accuracy and per-site cost, not just "it works on the demo".

05

Vision & model evaluation

Golden sets, drift detection, false-positive budgets and human-in-the-loop review.

06

Change control & SRE

Release gates, incident runbooks, on-call and quarterly operations reviews.

ENGINEERING RANGE

Fluent across the stack from shop floor to cloud.

We work with whatever your plants, vehicles and sites already speak, and plug into the enterprise systems your business already runs.

OPC-UAModbus TCP/RTUMQTT / Sparkplug BProfinetEtherNet/IPBACnetCAN / J1939
NVIDIA Jetson Orinx86 Edge ServersARM GatewaysIndustrial PCsRaspberry Pi CM4
YOLO v8/v9OpenCVDeepStreamTensorRTTritonONNX RuntimeRTSP / WebRTC
InfiIoTAWS IoTAzure IoT HubKafkaTimescaleInfluxDBSnowflake
AWSAzureGCPOn-premAir-gappedKubernetesArgoCD
SAP S/4Oracle EBSMS DynamicsServiceNowMaximoGrafanaPower BI
DEPLOYMENT & SECURITY

Deploy where your governance requires.

Choose a deployment approach with your IT and operations teams. We confirm hardware compatibility, data flows, security controls, and responsibilities before rollout.

ON-PREM

Fully on your infrastructure

Plan local processing and storage on your infrastructure, with network access and identity integration agreed with your IT team.

HYBRID

Edge local, cloud for scale

Process information at the edge and use cloud services where needed. Agree which data can leave the site and how it is protected.

CLOUD

Managed on InfiIoT / InfiVision

Agree the hosting region, access controls, isolation, and key-management options for the selected platform and scope.

Controls we agree during assessment

  • Security requirements and control review
  • Logging, access reviews, and change records
  • Device authentication and signed updates where supported
  • Agreed key management and data residency
  • Role-based access and identity integration
  • Security testing scope and remediation responsibilities
CLEAR ANSWERS

Questions we hear from IT heads and operations directors.

The ones we would want answered before signing an NDA, let alone a POC order.

Allow an indicative 2–3 weeks for site assessment and 4–7 weeks for a connected pilot: 6–10 weeks combined if run sequentially. Timing depends on site access, hardware availability, data quality, integrations, and security approvals. We confirm the schedule and success measures after scoping.

We agree ownership, access, and handover in the project scope. This covers your equipment and data, custom code, model artefacts, and operating documentation. Existing ScroBits platforms and third-party components remain subject to their licences; we make those dependencies explicit before work starts.

We assess on-premise and air-gapped requirements against the selected components and hardware. For isolated sites, we agree how updates, monitoring, licensing, and support will work without external connectivity.

We integrate at whichever layer is cleanest for your IT governance: OPC-UA / Modbus / MQTT at the OT side, REST / Kafka / message bus at the IT side, and standard connectors into SAP, Oracle, Dynamics, ServiceNow and Maximo.

All three. Platform licence (InfiIoT / InfiVision) for ongoing use, fixed-price projects for assessments and pilots, and T&M or embedded squads for scaled rollouts. We can structure outcome-linked components on specific KPIs.

Yes. We treat hardware as a given, not a lock-in. ONVIF/RTSP cameras, PLCs, meters and gateways you already own are supported. We only recommend new hardware when the existing stack genuinely cannot meet the KPI.

We agree evaluation data, acceptable false-positive rates, and the operator review process for the workflow. Monitoring and feedback arrangements are defined in the deployment scope so model changes can be evaluated before release.

A pod of 3–7: a solutions lead, an edge / vision engineer, a backend engineer, a frontend / dashboards engineer, an SRE and, for larger rollouts, a field deployment engineer who travels to site.

WHY SCROBITS

Teams pick us when the pilot has to actually ship.

Hardware, edge, cloud and apps: one team

We own the whole chain from device enrolment to dashboards, so handoffs do not swallow your pilot. The same squad that writes the vision model also writes the operator UI it feeds.

EdgeVisionIoT platformApps

What is difficult to see or manage across your operations?

Tell us about your equipment, cameras, or sites. We will come back with an honest view of what can be connected, monitored and improved, and whether a pilot is worth your money this quarter.