About
info@cleverdist.com

IO · Industrial Operator

Industrial Operator

Autonomous AI for industrial operations.

Supervised or Autonomous
On top of existing systems
Built-in governance
Swiss-tech
Industrial-grade engineering
Vendor-agnostic

Capabilities

Use Cases

Quality OptimizationProcess
Quality Optimization
Production Performance
Planning & Scheduling
And more…
Quality Optimization visual
PRODUCTION PERFORMANCE
Planning & Scheduling visual
AND MORE
Process
Line
Plant
Custom Missions

Quality Optimization

Production quality depends on many monitored control variables. Operating requires reasoning about the context, those signals, and the output quality to take decisions that affect production speed.

What IO does

IO helps assess the situation, correlate signals with quality outcomes, and helps to adjust production parameters to maintain quality while maximizing throughput.

Production Performance

Production lines slow down for many reasons: machine drift, suboptimal tuning, uncoordinated maintenance. Keeping lines at nominal speed requires continuous reasoning across operations and maintenance.

What IO does

IO helps monitor machine performance, optimize tuning in real-time, and coordinate with maintenance to keep production at nominal speed.

Planning & Scheduling

Complex manufacturing with large assets requires dynamic scheduling. Work order changes ripple through the system. Maximizing throughput means constantly re-optimizing.

What IO does

IO helps adjust work order sequencing dynamically, optimizing for throughput and asset utilization as conditions change.

And more…

IO can be engineered for any mission that requires continuous monitoring, pattern recognition, contextual reasoning, and 24/7 decision support.

Examples
Performance & energytargets + signalsrecommendations
Production plan repairorders + constraintsupdated plan
Maintenance prioritizationevents + trendsranked actions

Governance & Accountability

Your pace.
Your policies.

Governance that scales with confidence. Some teams need human-in-the-loop today. Others are ready for delegated execution. IO supports both, with explicit policies, full audit trails, and the flexibility to evolve at your pace.

AI thinks. You decide.

Full visibility at all times. IO surfaces recommendations — every action requires a human to approve before anything happens.

AI cannot decide or act
Every action remains human-validated
Full audit trail for regulators
Audit log visual

AI acts within your rules.

Delegation is explicit, scoped, and reversible. You define what IO may or may not do — and responsibility always remains human-owned.

Delegation is explicit, scoped, reversible
Your rules define what AI may or may not do
Responsibility remains human-owned
Policy rules visual

The process

Sits above
your systems.

IO connects through standard interfaces. Your production systems, your enterprise systems, your logic. All unchanged.

Works with your existing historian, ERP, and CMMS
Connects in days, not quarters
Nothing changes in your plant
Download IO Secure Architecture (PDF)
Fast and easy scaling
IO sits above your existing systems
01
Connect

Link to your existing systems through standard interfaces. No new infrastructure needed.

02
Model

IO models your system and experts reasoning.

03
Proof of value

Deploy in 8–12 weeks. Measure outcomes against a clear success metric before expanding.

04
Scale

Unlock more value. Same architecture — add missions and sites as confidence grows.

Seamless integration with
WinCC OAIgnitionAVEVAABBERPCRMCMMS+ others

The Journey

The journey
with us is simple.

We model your landscape. Messy is fine. Our onboarding tools create the context (ontology) AI needs. We work directly with you or with your trusted integrators.

Identify the clearest opportunities
Deploy in weeks, controlled cost
Verify value before expanding
Quick wins first, complexity later
Build a use case portfolio over time
Access to continuous development and new capabilities
IO evolves at the pace of industrial AI
The solution grows with your needs

Differentiation

We model thinking,
not tasks.

Others chain AI agents in workflows. IO captures how your experts actually reason. That's why it scales where others don't.

Others: Linear Workflow
STEP 01STEP 02STEP 03
IO: Industrial Reasoning
Read our technical approach (PDF)

Plans

Priced for
enterprise scale.

Scoped per mission, site footprint, and governance model. All plans include dedicated onboarding and a pilot phase.

IO ASSISTHuman in the loop
€40kFrom / year

AI thinks. You decide.

AI detects, correlates, and recommends. Every action remains human-validated with full audit trail.

  • Natural language queries on live data
  • On-demand analytics & calculations
  • Self-learning agents
  • Up to 3 missions · 1 site
View full comparison
IO TRUSTDelegated execution
€120kFrom / year

AI acts within your rules.

Controlled delegation through explicit policies. Multi-site capable. Reversible at any time.

  • Everything in Assist, plus
  • Delegated execution with policies
  • Up to 10 missions · Up to 3 sites
  • Configurable governance rules
View full comparison
IO ORCHESTRATEEnterprise
CustomScope on request

Multi-site & multi-enterprise.

Orchestration across sites and enterprise systems. Custom SLA, policies, and integration scope.

  • Everything in Trust, plus
  • Cross-site orchestration
  • Enterprise system integration
  • Custom SLA & dedicated support
View full comparison
Schedule a call

Pricing scales with mission scope, site footprint, and governance level.

IO in the real world

Highlights

Deployed in real industrial environments — not demos. Built on 10+ years of mission-critical automation expertise.

Naturgy Control Center
17Gas turbine units
Spain
17
Gas turbine units

Naturgy Control Center

IO supports centralized operations across 10 combined-cycle power plants — start/stop sequences, diverse processes. Fewer operators. Same coverage.

Large Hadron Collider
10M+I/O parameters
CERN · CMS Experiment
10M+
I/O parameters

Large Hadron Collider

IO assists operators with troubleshooting and system knowledge across one of the world's most complex scientific instruments.

Siemens WinCC OA Booth
1000sAgents orchestrating
SPS Fair 2025 · Nuremberg
1000s
Agents orchestrating

Siemens WinCC OA Booth

Autonomous Reasoning System demo — featured by Siemens partner communications.

Ready?

Start your pilot.

One mission. Clear success metric. Governed rollout.

Book an intro