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Agents Product Matching Insight Agent
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Product Matching Insight Agent

Captures customer responses, identifies intent, and triggers the right next action to accelerate upsell and cross-sell decisions.

During upsell and cross-sell cycles, customer responses often arrive through different channels—email, chat, shared documents or call notes. Teams must manually interpret these messages to determine whether the customer accepted the offer, rejected it, or wants changes. This slows down execution, creates confusion, and increases the chance of missing key signals.

The Product Matching Insight Agent solves this by automatically capturing and interpreting customer responses from any channel. It analyzes emails, chat messages, and feedback notes to understand customer intent (e.g., accept, decline, needs changes). The agent then records this outcome in the CRM and automatically triggers the right follow-up action—such as closing the recommendation, opening a revision cycle, or notifying the account team. When a customer declines or requests revisions, the agent summarizes the reason, helping teams understand what is driving lost upsell or cross-sell opportunities.

With automated interpretation and action routing, organizations reduce manual effort, avoid delays, and ensure every customer signal leads to the right next step. This improves productivity and increases the chances of converting upsell opportunities into revenue.

Accuracy
TBD

Speed
TBD

Input Data Set

Sample of data set required for Product Matching Insight Agent:

From: david.lee@apexsolutions.com
To: sarah.chen@innovatecorp.com
Date: October 26, 2023, 10:15 AM
Subject: Re: Proposal for Quantum Dynamics Suite Expansion (Offer UP-4591)


Hi Sarah,


Thanks for sending over the proposal for the Quantum Dynamics Suite expansion. Our team has reviewed the details.


We are very interested in moving forward with the Advanced Analytics Dashboard. The predictive modeling features look powerful and would be a great addition to our current project management workflow.


However, we will have to pass on the Enterprise Collaboration Tools module for now. Our organization is already standardized on ConnectSphere for internal and external collaboration, and we have long-term contracts in place. It wouldn't be practical to introduce another tool at this time.


Could you please send over a revised quote that includes only the Advanced Analytics Dashboard? Once we have that, I can get the internal approval process started.


Best regards,


David Lee
Project Manager
Apex Solutions

Deliverable Example

Sample output delivered by the Product Matching Insight Agent:

Customer Response Analysis Report


Analysis Date: 2023-10-26 10:16:01 AM
Customer: Apex Solutions
Offer ID: UP-4591
Source Document: Customer_Response_Email_Apex_Solutions_UP-4591




1. Intent Classification






Category
Classification
Confidence Score






Overall Intent
Modification Request
98.9%




Sentiment
Positive
91.2%






2. Structured Feedback and Action Breakdown






Proposed Product/Module
Customer Action
Stated Reason & Key Feedback






Advanced Analytics Dashboard
Accepted
Customer cited "powerful predictive modeling features" as a key benefit. Expressed clear intent to purchase this module.




Enterprise Collaboration Tools
Rejected
Customer has an existing, standardized competitor solution ("ConnectSphere") with long-term contracts in place.






3. Root Cause Analysis (for Rejection)


    

  • Primary Root Cause: Existing Competitor Solution. The customer is deeply integrated with a competing product, creating a high barrier to entry.
    • 

  • Secondary Factor: Product Redundancy. The proposed module's functionality overlaps significantly with the customer's established tool, providing little incentive to switch.
    • 

  • Insight: The rejection is not due to product features, pricing, or dissatisfaction, but rather a strong existing competitor foothold within the account. Future cross-sell attempts for collaboration tools should be delayed or repositioned as integrations rather than replacements.
    • 



4. Action Triage & Workflow Trigger


    

  • Recommended Action: Generate Revised Quote
    • 

  • Triggered Workflow: WF-Sales-QuoteModification-RevA has been initiated.
    • 

  • Notification Sent To: Sarah Chen (Account Manager)
    • 

  • CRM Update Instructions:
      

    • Update Opportunity OPP-88271 status to "Revising Proposal".
      • 

    • Log competitor ConnectSphere in the Apex Solutions account profile under "Collaboration Software".
      • 

    • Tag product "Enterprise Collaboration Tools" as Rejected - Competitor for this specific opportunity to inform future strategy.
      • 

    

    • 

  • Next Step for Sales Rep:
      

    1. Acknowledge receipt of the customer's request.
      2. 

    2. Use the auto-generated revised quote from workflow WF-Sales-QuoteModification-RevA.
      3. 

    3. Send the new proposal focusing solely on the "Advanced Analytics Dashboard" to David Lee.
      4. 

    

    •

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