Device onboarding & provisioning
Automated configuration, credentialing, and customer association for devices at fleet scale, with validation at each step.
Operational result
Thousands of devices provisioned correctly without a war room.
Industry VI
Connected Environments
Connected products generate oceans of telemetry and an avalanche of support, provisioning, and device-management work. We automate the operational layer — device onboarding, anomaly detection, support triage, and fleet management — so your product scales without your operations team drowning.
Talk to us about connected environments
AI automation for connected products, smart spaces, telemetry, support, and device operations.
The operational promise
AI automation for connected products, smart spaces, telemetry, support, and device operations.
Provisioned
device onboarding that works at fleet scale
Detected
anomalies surfaced before customers notice
Scalable
support that doesn't grow with the fleet
Representative operating outcomes depend on your systems, data, controls, and implementation scope.
The operational pain
Where work in connected environments quietly leaks hours.
These are the repetitive, manual, error-prone workflows we see in every engagement. Click through each one — the automations below are built to remove them.
Automation target
Device provisioning is painful
Onboarding thousands of devices with the right config, credentials, and customer association is error-prone at scale.
What we automate
The automations that solve it.
Each one is engineered as a production system — orchestrated, monitored, and measured. Not a script. Not a demo.
Anomaly detection & response
Telemetry monitoring that catches drift and failures early and opens the right workflow automatically.
Operational result
Problems found before customers notice them.
Support triage automation
Classification, enrichment, and routing of device issues — repeat issues resolved automatically, unusual ones escalated with context.
Operational result
Repeat tickets stop consuming the support team.
Fleet operations & reporting
Continuous visibility into fleet health, firmware, and utilization across the estate.
Operational result
Fleet management that scales with the fleet, not the headcount.
Systems we connect
Automation only pays when it reaches your real systems.
We integrate with the tools you already run — wrapping legacy systems behind stable APIs where needed, so automation works on current data instead of yesterday's exports.
Core platforms
- IoT platform / device management
- Telemetry & time-series stores
Workflow layer
- Support / ticketing
- Customer app
Data & control
- CRM
- Data warehouse
How we deliver it
The capabilities behind the outcomes.
The same production capabilities used across our capability architecture — applied to the operating realities of this industry.
Stop paying people to move data between systems.
We automate the repetitive operational work that quietly drains your organization — data entry, document processing, routing, reconciliation, reporting, and approval chasing. Each automation is engineered as a production system: observable, monitored, versioned, and owned. Not a demo. Not a script that breaks on Tuesday.
What we engineer forDesign targets
70–90%
of manual steps eliminated on targeted workflows
<1%
straight-through error rate after validation tuning
24/7
throughput — work completes overnight, not next quarter
Agents that finish the job—not just answer the question.
Where a fixed workflow cannot handle every branch, we design and deploy governed AI agents that reason across defined steps, call approved tools, work across business systems, validate outputs, and escalate safely. The result is bounded autonomy: agents that complete real operational work without becoming an uncontrolled black box.
What we engineer forDesign targets
Scoped
permissions and actions limited to approved tools and tasks
100%
of agent actions traceable through logs and tool-call records
Escalated
low-confidence and high-risk cases routed to people
Bring us the systems problem, roadmap, or investment decision blocking progress.
Broken processes are rarely fixed by adding another tool. We diagnose the operating model, systems, data, ownership, and delivery constraints first—then define the right architecture, roadmap, and build-versus-buy decisions.
What we engineer forDesign targets
One roadmap
Prioritized by business value, risk, dependencies, and ownership.
Decision-ready
Build, buy, modernize, integrate, or retire—with the trade-offs documented.
Clear ownership
Named owners, governance, and delivery checkpoints.
Cloud that scales with the business, not the invoice.
We architect, deploy, secure, and operate cloud platforms that host the automations and agents we build — and the systems you already run. The work no one celebrates until it goes wrong: cost control, reliability, security posture, and the discipline to keep environments reproducible.
What we engineer forDesign targets
20–40%
reduction in monthly cloud spend
99.9%+
uptime SLOs for business-critical workloads
<30 min
mean time to detect on production incidents
Continue exploring
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Ready when you are
Let's find the connected environments automation that pays fastest.
A focused AI audit. We'll map your highest-ROI opportunity and tell you honestly what to automate first.