Learns with usage

Your team teaches Modern by doing their job.

Every manual fix Modern sees becomes the next automation. Every edge case teaches the engine. Your automation coverage grows automatically.

How the learning engine works

Decision capture

Pattern identification

Automation suggestions

One-click approval

Cross-department linking

Operational data mapping

Confidence scoring

Suggestion history

Manual override

Continuous learning

Process graph

Compound coverage

And more

Designed to compound

Decision capture

Every manual resolution, provisioning step, and process execution - recorded automatically in the background

Pattern identification

Modern spots repetitive sequences across your operations. 47 identical password resets? It notices.

Automation suggestions

For each pattern, a suggested workflow - with the data behind it. You approve, dismiss, or edit.

One-click approval

Review the suggestion. Click approve. It's live. No workflow builder. No configuration.

Cross-department linking

A new hire triggers IT provisioning, HR onboarding, and Finance setup. Modern maps these connections.

Confidence scoring

Each suggestion comes with a confidence score based on pattern frequency and consistency

Compound coverage

After 90 days, most teams have significantly more automation than they started with - without building anything

Full control

Every suggestion requires human approval. Modern discovers. You decide.

Modern watches. Quietly.

When your team resolves a ticket manually, provisions access, handles an escalation, or runs a multi-step process - Modern captures the full context. What was the request? What steps did the analyst take? What systems were involved? What was the outcome?

No extra logging. No forms to fill. Your team works normally. Modern records the decision trail in the background.

It connects processes across your business

Modern doesn't just see individual tickets. It links operational data across departments - an onboarding request triggers access provisioning, which triggers device setup, which triggers a manager notification. Modern maps these relationships and understands which processes are connected, even when your team handles them separately.

The more data that flows through Modern, the richer this operational map becomes.

Patterns emerge. Modern surfaces them.

“This type of access request has been handled manually 47 times this month. The resolution follows the same three steps every time.”

“Every time someone joins Sales, the same six tools get provisioned manually.”

These aren't guesses. They're patterns extracted from your team's actual decisions - with confidence scores based on frequency and consistency.

Modern proposes. You approve.

For each pattern, Modern generates a suggested automation - a workflow, a policy rule, or a resolution path. It shows what it found, the data behind the suggestion, and asks for your approval.

One click: it's live. One click: it's dismissed. One click: it's edited. You stay in control. Modern does the discovery work.

The flywheel

Manual work generates data. Data reveals patterns. Patterns become automations. Automations free your team to handle complex work - which generates new data. And the cycle continues.

After 90 days, most teams have significantly more automation coverage than they started with. Not because someone sat down and built workflows. Because Modern learned from how the team already works.

Learns with usage at a Glance

Capture

Ticket resolution decisions

Access provisioning steps

Workflow execution paths

Escalation handling

Process outcomes

Identify

Repetitive pattern detection

Cross-department process linking

Operational relationship mapping

Frequency analysis

Consistency scoring

Suggest

Automation suggestions

Workflow generation

Policy rule proposals

Resolution path templates

Confidence scores

Control

One-click approval

One-click dismissal

Suggestion editing

Human-in-the-loop always

Full suggestion history

Compound

Growing automation coverage

Cross-capability learning

Richer suggestions over time

Decreasing manual workload

Operational intelligence