AimCloud · Harness

Every feature
must deliver a business result

A few trusted inputs produce business insights you can act on.

AimCloud · Harness

AimCloud delivers results.
Harness powers the capabilities.

AimCloud

AimCloud: AI-native industrial platform

An AI-native industrial product for manufacturers, built and run on Harness. Starting from real machine actions, it connects dies, products, production tasks, costs and profits—showing managers what went wrong, how much it cost and who should handle it.

Business dashboard 102 business metrics AI business diagnostics Closed-loop management tasks
Harness

Harness: platform for building and running industrial AI software

Owned and controlled by Big Cloud, independent of any model vendor. Models provide general intelligence; Harness organizes it into dependable industrial capabilities. Industrial data, calculation rules and business definitions remain in this layer when models change.

Industrial data & knowledge Automated industrial software development Deterministic execution & control Observability & continuous operation
THREE CRITERIA

Before calculation: agree on data definitions

Business results depend on three agreed definitions: production cost, unit sales revenue and asset value. Confirming these determines whether the platform shows only machine status or the real cost and gross profit of every stroke.

Comparison
Definitions not confirmed
Definitions confirmed
What you can see
Machine operating status
Real cost and gross profit per stroke
Metrics
Machine status, utilization, output and energy use
Cost per stroke, unit gross profit, machine profit, downtime losses and asset value
Questions answered
Is the machine running? For how long?
Is this stroke profitable? Which machine is losing money?
Scope of use
Monitoring capabilities only
Full business results capabilities
7 MODULES

7 business modules: one business question each

Once definitions are confirmed, AimCloud organizes 102 metrics into seven modules, each addressing a business problem. Harness centrally maintains and validates their calculation rules and definitions.

1

Strokes · utilization

How much work was done? Was capacity idle?

2

Downtime

How long was it stopped? What did it cost?

3

Energy · electricity cost

Which electricity use was wasted?

4

Dies

How much has it been used? Is maintenance due?

5

Service life · assets

What is the asset still worth?

6

Cost · profit

What makes money? What loses money?

7

Live monitoring

What is happening on the shop floor now?

AimCloud V1 102 metrics More modules as applications expand
Harness

Platform foundation:
change models, keep data and rules

AimCloud is built and run on Harness, which calls models for general intelligence. Models can be replaced anytime; industrial data, calculation rules and business definitions stay in Harness.

dashboard
guard
(live dashboard)
102+ metrics
(business,
production…)
AI business
diagnosis & advice
Organization
business flows
Industrial
data
Calculation
rules
data
lineage
Industrial
semantics
data
security governance
AimCloud · AI-native industrial platform Layer 3 · What you use
Harness · Industrial AI software platform Layer 2 · Controlled by Big Cloud
Foundation models · General intelligence Layer 1 · Replaceable

Turn production facts into verifiable results: a business dashboard, 102 metrics, AI diagnostics and closed-loop management tasks.

Industrial data, calculation rules and business definitions live in this layer. Valid strokes, actual output, downtime, costs and profits are calculated using verified rules and formulas—not model guesses.

Handles general comprehension, reasoning and recommendations. Switching models leaves the data, rules and definitions in the upper layers intact.

START WITH REAL FACTS

Turn real data into business results you can verify

Start with one production line and two machines. Define the facts and business metrics first, then see what the software can deliver.

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