How AI Recommends the Next Best Action in CRM (With Real Examples)

By | May 13, 2026

Next Best ActionMost teams using Dynamics 365 have access to rich customer data, detailed activity history, and powerful dashboards. Yet a common problem remains: users still don’t know what to do next.

They open a record, review data, and pause to decide the next step. That delay, repeated across deals and cases, impacts productivity, response time, and revenue.

This is where Next Best Action in Dynamics 365 CRM becomes essential.

Key Takeaways

  • CRM data alone does not drive action
  • Decision delays reduce conversions and engagement
  • AI-driven recommendations improve prioritization and timing
  • Context-aware guidance eliminates guesswork
  • Explainable AI recommendations increase user trust and adoption

The Problem: Data Without Direction

Dynamics 365 helps you:

  • Capture leads, opportunities, and service cases
  • Track emails, calls, and meetings
  • Monitor performance through dashboards

But it does not guide users on the next step.

This leads to:

  • Missed or delayed follow-ups
  • Poor prioritization of high-value records
  • Inconsistent engagement strategies
  • SLA risks in customer service

This creates a gap between insight and execution.

Next Best Action

The Shift: From Data to Action

To close this gap, CRM needs to move from data visibility → action guidance.

Next Best Action CRM analyzes:

  • Historical data
  • Activity patterns
  • Engagement signals
  • Success outcomes

And delivers:

  • Real-time recommendations
  • Priority levels
  • Confidence scores
  • Clear reasoning

Where Standard CRM Falls Short

Without an intelligent layer:

  • Users rely on experience, not data
  • New users struggle with decisions
  • No consistent best practices
  • Timing decisions are guess-based

Result: slow execution and missed opportunities

Bridging the Gap With AI

Next Best Action embeds intelligence directly into Dynamics 365.

Instead of analyzing data manually, the system:

  • Detects patterns automatically
  • Identifies key signals
  • Recommends the most effective next step in real time

Key Capabilities (With Real Examples)

  • Context-Aware Recommendations

Triggered based on activity, inactivity, or record changes

Example:
A lead moves from Contacted → Negotiation
Recommendation: Send proposal or schedule a demo
Why: Similar deals progressed faster with immediate engagement

Next Best Action

  • Optimal Timing Prediction

Suggests the best time to act based on historical success

Example:
A prospect typically responds to emails on Tuesday mornings
Recommendation: Send follow-up at that time
Outcome: Higher open and response rate

  • Explainable AI

Provides reasoning behind every recommendation

Example:
Action: Schedule follow-up call
Why: Customer engaged recently but hasn’t responded
Goal: Maintain momentum and increase conversion probability

Next Best Action

  • Actionable Activity Cards

Execute actions directly within CRM

Example:
User clicks “Take Action”
Opens pre-filled call/email activity
Reduces time spent navigating screens

Next Best Action

  • Priority & Confidence Scoring

Helps users focus on high-impact actions

Example:
Recommendation A: High priority, 92% confidence
Recommendation B: Low priority, 60% confidence
User focuses on A first

  • Daily/Weekly Digest

Summarized view of all critical actions

Example:
Start of day digest shows:

    • 5 high-priority follow-ups
    • 2 at-risk opportunities

User acts without scanning entire CRM

Next Best Action

Business Impact

Next Best Action

FAQs

1. How Can We Enable Next Best Action in Dynamics 365?

To enable Next Best Action:

  1. Install the Next Best Action solution in Dynamics 365
  2. Deploy the NBA AI/ML Engine in your Azure subscription
  3. Configure the Azure Endpoint URL and API Key inside the app
  4. Configure entities, fields, activities, and success criteria
  5. Publish the configuration to trigger AI model training

Once training is completed, recommendations begin appearing within Dynamics 365 forms, timelines, side pane, and digest views.

2. Can Next Best Action Correlate Historical Quote-to-Sales Order Conversion Data?

Yes. Next Best Action can analyze historical Quote-to-Sales Order conversion patterns to identify actions and engagement behaviours that contributed to successful conversions.

The AI model can evaluate:

  • Activities completed before conversion
  • Follow-up timing and frequency
  • Customer engagement signals
  • Status progression patterns
  • Related entity relationships

If your Dynamics 365 environment maintains relationships between Quotes and Sales Orders, Next Best Action can use this historical data during training to generate recommendations aligned with successful conversion behaviors.

3. How Does Next Best Action Work for New Implementations with Limited Historical Data?

Next Best Action recommendations are based on historical CRM data and success outcomes.

For new implementations:

  • Administrators define the historical analysis period (typically 3–24 months)
  • Configure entities, fields, activities, and success criteria
  • Publish the configuration to start model training

Even if limited data exists initially:

  • The AI model continuously improves as new activities and outcomes are captured
  • Recommendations become more accurate over time
  • Models can be retrained whenever required

This enables continuous learning and optimization.

4. Are Next Best Action Recommendations Visible in User Activity Views?

Yes. Users can access Next Best Action recommendations through:

  • Activity Cards
  • Timeline view
  • Side Pane
  • Digest emails
  • “My Next Best Actions” views

Actions such as Complete, Dismiss, or Take Action are also tracked and reflected within the timeline for auditing and visibility.

Final Take

Dynamics 365 gives you visibility.
What teams need is clear direction.

An AI-driven Next Best Action layer ensures every action is timely, relevant, and outcome-focused, turning CRM into a true execution engine.

Experience Next Best Action with a 15-day free trial from Inogic website or Microsoft Marketplace.

Stop asking users to guess the next step – help them act with confidence.
Contact us at crm@inogic.com to see how Next Best Action can transform decision-making in your Dynamics 365 CRM!

Category: Artificial Intelligence Dynamics 365 Next Best Action

About Sam Kumar

Sam Kumar is the Vice President of Marketing at Inogic, a Microsoft Gold ISV Partner renowned for its innovative apps for Dynamics 365 CRM and Power Apps. With a rich history in Dynamics 365 and Power Platform development, Sam leads a team of certified CRM developers dedicated to pioneering cutting-edge technologies with Copilot and Azure AI the latest additions. Passionate about transforming the CRM industry, Sam’s insights and leadership drive Inogic’s mission to change the “Dynamics” of CRM.