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License Recommendations

The Recommendations page delivers actionable, AI-driven optimization suggestions for your Microsoft 365 license estate. Each recommendation identifies a specific user and proposes a license change — downgrade, removal, or upgrade — based on usage analysis, category-based policies, and seat-limit compliance. Implementing these recommendations reduces M365 spend while ensuring users retain access to the services they actively consume.

KPI Summary Cards​

Four KPI cards at the top of the page provide an at-a-glance view of current spend and optimization potential:

  • Current Monthly Spend — Total monthly expenditure across all active M365 licenses
  • Unallocated License Cost — Monthly cost of purchased seats that are not assigned to any user, surfaced separately so unassigned spend is not mistaken for optimization savings
  • Optimized Spend — Projected monthly cost after implementing all recommendations
  • Monthly Optimization Savings — Dollar amount saved per month by executing all recommendations

Generate Recommendations​

Click the Generate Recommendations button in the top-right corner to trigger a fresh analysis of your license estate. The engine re-evaluates usage data, inactivity thresholds, and category policies to produce an updated set of recommendations. Run this after a data sync to ensure recommendations reflect the latest usage patterns.

Compliance Warnings​

The Recommendations page surfaces compliance alerts when license assignments exceed Microsoft-enforced plan limits or when plan mixing introduces risk.

Business License Limit Exceeded​

Microsoft 365 Business plans enforce a maximum seat limit of 300 users per tenant. When this threshold is exceeded, a warning banner is displayed:

  • Warning — Business License Limit Exceeded
  • Detail — Displays the count of Business plan licenses that exceed the 300-seat limit and by how many seats
  • Resolution — Migrate excess users to Enterprise plans (E1/E3/E5) which do not carry seat-count restrictions

Business & Frontline Plan Mixing Detected​

When a tenant uses both Business SKUs and Frontline (F1/F3) SKUs simultaneously, a warning is displayed:

  • Warning — Business & Frontline Plan Mixing Detected
  • Detail — Shows the seat counts for each plan type in use
  • Impact — The 300-seat limit applies only to Business SKUs. Consider migrating to Enterprise plans for unified management as headcount grows

Business Downgrade Recommendations May Be Infeasible​

When the optimization engine suggests downgrading users to Business plans but the tenant is already at or near the Business plan seat limit:

  • Warning — Business Downgrade Recommendations May Be Infeasible
  • Detail — Shows how many recommendations suggest downgrading to Business plans and the current Business seat count
  • Resolution — Consider standalone plans or Enterprise alternatives instead of Business plan downgrades

Note: Address compliance warnings promptly. Microsoft reserves the right to enforce seat caps at renewal, which can cause service interruption for affected users.

Recommendation Counts​

Below the compliance warnings, a row of count badges shows the distribution of recommendations at a glance:

  • Total — The total number of pending recommendations
  • Downgrades — Count of downgrade recommendations
  • Upgrades — Count of upgrade recommendations
  • Removals — Count of removal recommendations

Filter by Category​

The category filter row allows administrators to focus on a specific recommendation category. Each pill displays the category name, the number of recommendations, and the total monthly savings for that category:

  • All Categories — Displays all recommendations regardless of category
  • Desktop Apps — Users with licenses that include desktop Office applications but show no Office app activity
  • License Policy — Recommendations driven by compliance rules and seat-limit policies
  • Inactive User — Users with no M365 activity beyond the configured inactivity threshold
  • Security & Compliance — Users with advanced security or compliance licenses that are underutilized
  • Apps Usage — Users whose actual application usage does not justify their current license tier

Filter Tabs​

Below the category filters, action-type tabs narrow the recommendations list:

  • All — Displays every recommendation across all action types
  • Downgrade — Users who can be moved to a lower-cost plan based on their feature consumption
  • Upgrade — Users who require a higher-tier plan to access services they need
  • Remove — Users whose licenses can be fully removed due to inactivity or account status

Recommendations Table​

The main table displays individual user-level recommendations with the following columns:

  • User — The display name and email address of the affected user, with a tooltip showing the reason for the recommendation
  • Current License — The M365 plan currently assigned to the user
  • Recommended License — The target plan for downgrades or upgrades; shown as — for removals
  • Reason — A plain-language explanation of why the recommendation was made (e.g., no Office app activity, inactive beyond threshold, redundant assignment)
  • Type — The recommendation action type, displayed as a color-coded badge:
    • Downgrade (orange) — Move the user to a lower-cost plan
    • Remove (red) — Remove the license assignment entirely
    • Upgrade (green) — Move the user to a higher-tier plan
  • Category — The category badge that explains the reason for the recommendation (e.g., Inactive User, Desktop Apps, Security & Compliance, Apps Usage, License Policy)
  • Usage Score — A visual progress bar showing the user's utilization score (0–100%) reflecting actual consumption of licensed services
  • Monthly Savings — The estimated monthly cost savings for implementing this specific recommendation
  • KG — A Knowledge Graph indicator showing whether the recommendation was validated against the semantic plan catalog. See Knowledge Graph for how catalog-backed validation works
  • Actions — Controls to act on or dismiss the individual recommendation

Recommendation Types​

Downgrades​

Downgrade recommendations identify users assigned to premium-tier plans whose actual usage only requires features available in lower-cost plans. Common downgrade paths include:

  • E5 to E3 — Users not consuming advanced security, compliance, or analytics features
  • E5/E3 to Exchange Online Plan 1 — Users who only use email and calendar, without Teams or Office desktop apps
  • Business Premium to Business Basic — Users who do not require desktop Office applications or advanced security

Removals​

Removal recommendations flag users whose licenses can be fully deallocated:

  • Dormant accounts — Users with no sign-in activity beyond the configured inactivity threshold
  • Offboarded users — Former employees whose accounts remain licensed after departure
  • Duplicate assignments — Users with redundant license assignments across overlapping plans

Upgrades​

Upgrade recommendations identify users who need a higher-tier plan:

  • Feature access requirements — Users attempting to access features not included in their current plan
  • Compliance needs — Users who require advanced compliance or security features mandated by policy
  • Productivity gains — Users whose workflow would benefit from capabilities in a higher-tier plan

Taking Action on Recommendations​

  1. Review the KPI cards — Assess the total savings opportunity before diving into individual recommendations
  2. Address compliance warnings first — Resolve Business License Limit and other compliance alerts to prevent Microsoft enforcement
  3. Filter by category — Use the category pills to focus on a specific type such as Inactive User for immediate, low-risk savings
  4. Filter by action type — Use the action tabs (Downgrade, Remove, Upgrade) to group by the type of change required
  5. Validate with Feature Comparison — Before executing a downgrade, use Feature Comparison to confirm the target plan meets the user's needs
  6. Apply changes — Execute approved recommendations through your M365 admin workflow or bulk action tools

Best Practices​

  • Prioritize Inactive User recommendations — These carry zero risk of disrupting active users and deliver immediate savings.
  • Use category filters to segment work — Assign Desktop Apps recommendations to productivity teams and Security & Compliance recommendations to the security team for specialized review.
  • Generate recommendations after every sync — Click Generate Recommendations after a data sync to ensure you are acting on fresh usage data.
  • Review removals carefully — Verify that flagged accounts are genuinely inactive and not service accounts, shared mailboxes, or seasonal users before removing licenses.
  • Monitor compliance warnings continuously — Business License Limit warnings grow over time as users are added. Check this section weekly.
  • Cross-reference with usage data — Combine recommendation data with workload-level usage from the Users and Usage Details modules for a complete picture before making changes.