Falaah Falaah AI

AI Insights

Surface actionable business intelligence with Muin's AI-powered insight engine. Risk, compliance, cost, and opportunity detections across your data.

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

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

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

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

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

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.

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
  • 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

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