AI Insights

Muin’s Insight Engine continuously analyzes your documents, vendors, invoices, contracts, and employee records to surface issues before they become problems. Instead of manually reviewing every record for risks and opportunities, Insights brings the most important findings directly to you.

Insight Categories

Every insight falls into one of five categories:

Category	What It Detects	Examples
Risk	Threats to operations or finances	Contract expiration in 30 days, payment delays, vendor reliability issues
Compliance	Regulatory or policy gaps	Missing W-9 forms, expiring certifications, incomplete documentation
Cost	Financial optimization opportunities	Price increases from vendors, duplicate payments, budget anomalies
Opportunity	Positive actions you can take	Consolidation potential, early renewal discounts, underused vendor credits
Anomaly	Statistical outliers worth investigating	Unusual spending patterns, invoice amounts outside normal range

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Viewing Insights

The Insights Dashboard

Navigate to Insights in the main navigation. The dashboard shows:

• Summary counts by category and severity
• Recent insights sorted by urgency
• Digest view for a quick overview of what needs attention today

Severity Levels

Each insight is assigned a severity that determines its visual priority:

Severity	Meaning	Action Timeframe
Alert	Immediate attention required	Today
Warning	Should be addressed soon	This week
Info	Awareness item, no immediate action	When convenient

Filtering Insights

Use the filter panel to focus on what matters:

• Category: Risk, Compliance, Cost, Opportunity, Anomaly
• Severity: Alert, Warning, Info
• Status: New, Viewed, Actioned, Dismissed, Expired
• Entity type: Vendor, Invoice, Contract, Employee
• Date range: When the insight was generated

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Acting on Insights

Insight Detail View

Click any insight to see its full detail:

• Title and description explaining what was detected
• Linked entity (the vendor, invoice, or document involved)
• Action URL to jump directly to the relevant record
• Detection rules explaining how the insight was generated

Taking Action

When you review an insight, you have several options:

1. Action it: Click the action link to navigate to the related record and address the issue
2. Dismiss: If the insight is not relevant, dismiss it with an optional reason
3. Snooze: Temporarily hide the insight and have it resurface later

Bulk Operations

For teams managing many insights:

• Select multiple insights and dismiss or action them in batch
• Use filters to isolate a specific category, then review systematically

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Insight Detections

Detections are the rules that generate insights. Muin includes built-in detections for common scenarios and allows administrators to customize them.

Built-in Detections

Detection	Category	What It Monitors
Contract expiration	Risk	Contracts expiring within configurable days
Missing compliance documents	Compliance	Required vendor documents not on file
Payment delay pattern	Risk	Vendors with recurring late payments
Duplicate payment	Cost	Invoices that may represent duplicate charges
Budget overspend	Cost	Spending exceeding budget thresholds
Certification expiry	Compliance	Professional certifications nearing renewal
Price increase	Cost	Vendor price changes above threshold
Spending anomaly	Anomaly	Outlier transactions vs. historical patterns

Custom Detection Rules

Administrators can create custom rules:

1. Navigate to Insights > Rules
2. Click Create Rule
3. Configure the detection criteria:
   • Entity type to monitor
   • Conditions that trigger the insight
   • Severity and category
   • Notification preferences
4. Save and activate the rule

Managing Rules

• Enable/Disable rules without deleting them
• Reset a rule to its default configuration
• Edit thresholds and conditions as your organization’s needs evolve

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Additional Workflows

Daily Digest

Muin compiles a daily digest of new insights, grouped by category and severity. Access the digest from the Insights dashboard or configure email delivery for key stakeholders.

Integration with Tasks

High-severity insights can automatically generate tasks. When configured in a workflow:

1. An insight is detected (e.g., contract expiring in 7 days)
2. A task is created and assigned to the responsible team member
3. The task links back to both the insight and the underlying record
4. Completing the task resolves the insight

Trend Analysis

Over time, insights reveal patterns in your operations:

• Recurring compliance gaps suggest process improvements are needed
• Cost insights trending upward may indicate vendor relationship issues
• Anomaly frequency can indicate data quality problems

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Tips

1. Review insights weekly at minimum. The digest view makes this quick even with high volumes.
2. Dismiss with reasons. When dismissing an insight, add a note so future audits understand why it was not actioned.
3. Tune detection rules to your organization’s thresholds. Default settings work for most, but fine-tuning reduces noise.
4. Connect insights to workflows. The most effective teams automate the response to common insight patterns.
5. Track resolution time. Use the status progression (New to Actioned) to measure how quickly your team responds to issues.

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Common Issues

Issue	Cause	Solution
Too many low-severity insights	Default thresholds are too sensitive	Adjust detection rule thresholds in Insights > Rules
Insight links to a deleted record	Underlying entity was soft-deleted	Dismiss the insight; detection rules will not regenerate for deleted records
No insights appearing	Detection agent has not run yet or no data matches rules	Verify that documents, vendors, or invoices exist and that detection rules are enabled
Dismissed insight reappears	A new detection run found the same condition	The underlying issue was not resolved; address the root cause
Custom rule not triggering	Rule conditions are too narrow or rule is inactive	Review rule configuration and ensure it is enabled

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Related Features

• Task Management — Insights can generate follow-up tasks
• Workflows — Automate responses to specific insight types
• AI Features — Dashboard AI provides personalized insight summaries
• Documents — Insights link to source documents

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Need Help?

If insights are not appearing or detection rules are not working as expected:

1. Verify that the Insight Engine has processed your data (check the last-updated timestamp on the dashboard)
2. Review detection rules to confirm they are enabled and correctly configured
3. Ensure your user role has permission to view insights
4. Contact support through the in-app help widget for further assistance