HomeCapabilitiesUI Navigation Training

AI That Navigates Like Humans, Not Robots

Most automation breaks when screens change by a single pixel. MergeOn teaches AI to navigate software the way humans do — understanding context, recovering from errors, and adapting to changes. Every action is explainable, repeatable, and auditable.

Traditional RPA Bots
Break when UI updates
No error recovery
Hard-coded click coordinates
Black box operations
Months to update workflows
MergeOn Navigation AI
Adapts to UI changes
Built-in error branches
Context-aware navigation
Full audit trail with evidence
Self-healing workflows
99.8%
Success Rate
100%
Auditable Actions
10x
More Resilient
Zero
Code Required
Live Navigation Demo

Watch AI Navigate Like a Human

See how MergeOn captures workflows, builds resilient selectors, and creates evidence-backed navigation scripts that adapt to changes.

app.enterprise.com/dashboard/claims
Search Claims
Recent Claims
CLM-2024-001234 - Processing
CLM-2024-001233 - Approved
CLM-2024-001232 - Under Review
Quick Actions
Claim Statistics
247
Pending
1,832
Approved
1
Navigate to Dashboard
Captured
DOM selector: [data-page="dashboard"] with fallback to .main-content
📸Screenshot: dashboard_loaded.png
2
Click Search Field
Recording
Resilient selector using aria-label, placeholder, and parent context
State verified: input.focused == true
3
Enter Search Query
Pending
Type claim ID with validation check for format XXX-YYYY-ZZZZZZ
🔄Retry logic: 3 attempts with 500ms delay
4
Handle Results
Pending
IF results found: proceed to claim details ELSE: trigger alternate flow
🌳Error branch: no_results_handler.json
Technical Implementation

How MergeOn Captures & Trains Navigation

From DOM events to resilient selectors, see the technology that makes our AI navigation 10x more reliable than traditional automation

Workflow Capture

// Resilient selector generation{ "action": "click","selectors": ["[aria-label='Search claims']","input[placeholder*='claim']",".search-container > input:first"],"context": {"parent": ".claims-dashboard","siblings": [".filter-bar"],"viewport": {"x": 245, "y": 180}},"screenshot": "step_2_1701234567.png"}

DOM events and screenshots are normalized to resilient selectors that work even when the UI changes. Multiple fallback strategies ensure continuity.

State Verification & Guardrails

// Each action verified with state checks{ "pre_conditions": [{"check": "element.visible","timeout": 5000},{"check": "page.loaded","indicator": ".loading-spinner:hidden"}],"post_conditions": [{"verify": "input.focused","expected": true}],"guardrails": {"max_attempts": 3,"retry_delay": 500}}

Every action is wrapped with pre and post conditions, ensuring the UI is in the expected state before proceeding. Built-in retry logic handles timing issues.

Intelligent Recovery

Self-Healing Workflows with Error Branches

Watch how MergeOn handles unexpected situations with alternate flows and recovery steps

Automatic Error Recovery Flow
When the expected element isn't found, AI takes alternate paths
1
Primary Action
Click "Submit" button
⚠️
Error Detected
Button not found
Recovery Branch
Try alternate selector
Continue Flow
Resume workflow

Built-in Recovery Strategies:

• Alternate Selectors:Multiple ways to find elements
• Context Search:Look for elements nearby
• Wait & Retry:Handle slow-loading pages
• Fallback Flows:Complete alternate paths
Key Capabilities

Why MergeOn Navigation Succeeds Where RPA Fails

Built for the real world where UIs change, errors happen, and audit trails matter

🎯

Resilient Selectors

Multiple fallback strategies using DOM structure, ARIA labels, text content, and visual position. Works even after major UI redesigns.

90% fewer maintenance tickets
🔄

Self-Healing Workflows

When elements move or change, AI finds them using context clues and alternative paths. No manual intervention required.

99.8% success rate
📸

Evidence Trail

Every action captured with screenshots and metadata. Complete audit trail for compliance and debugging.

100% auditable
🌐

Cross-Platform

Works across web, desktop, and mobile applications. Same training approach, consistent results everywhere.

Any application, any platform

No-Code Training

Record workflows by simply using the application. No scripting, no programming, no technical expertise required.

10x faster deployment
🛡️

Enterprise Security

Credentials vault, role-based access, and encrypted recordings. Your sensitive workflows stay secure.

SOC2 compliant
Business Impact

ROI That Scales with Your Business

💰
87%
Cost Reduction
vs traditional RPA
24/7
Continuous Operation
No downtime
📈
400%
Productivity Gain
Per automated workflow
🔧
2 Days
Average Setup Time
vs 3-6 months for RPA

Ready to Automate Without the Brittleness?

See how UI Navigation Training can transform your manual processes into resilient, auditable automation

Watch Live DemoStart Pilot Program