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POV Plan Agent

Sales engineers spend significant time assembling POV (Proof of Value) plans, pulling together insights from Salesforce, Gong, and email to prepare for customer engagements. Tyler Takaro built a Glean agent that automates this entire process, generating a structured, insight-rich POV plan in minutes instead of hours.

Tyler Takaro

May 13, 2026

POV Plan Agent V4 Thumbnail

Hidden Costs of POV Preparation

For sales engineers, POV prep is one of the most important, and time-consuming, parts of the sales cycle. To prepare for a single POV, an SE typically needs to:

  • dig through Salesforce for account details

  • review Gong call transcripts for customer context

  • scan emails for additional signals

  • synthesize all of that into a coherent plan

It’s tedious and easy to miss key details or lose consistency across deals. And when you’re handling multiple opportunities, especially in mid-market environments where velocity is high, that overhead compounds quickly.

Single Input, Complete Plan

The POV Plan Builder simplifies the entire workflow. Instead of navigating multiple tools, the user simply inputs the opportunity name.

POV Plan Agent V4 Screen Grab 1 TC0 38

From there, the agent:

  • pulls relevant data from Salesforce

  • extracts insights from Gong transcripts

  • incorporates context from email threads

  • synthesizes everything into a structured POV plan

POV Plan Agent V4 Screen Grab 2 TC 0 58

The output is delivered as a Google Doc, ready to use.

The generated POV plan isn’t just a summary, but a fully structured engagement guide that includes:

  • key stakeholders and their roles

  • customer pain points and success criteria

  • goals and expected outcomes from the POV

  • timeline and engagement structure

  • qualification signals (e.g., budget, buy-in, readiness)

Beyond that, it adds deeper, actionable insights:

  • tailored attack scenarios relevant to the customer

  • suggested talking points for calls and demos

  • recommended product features to highlight

  • guidance for portal walkthroughs and care reports

This turns the POV plan into both a strategy document and a tactical playbook.

Why This Matters

One of the most telling parts of this project is that it’s already being actively used. As Elizabeth Sharp, a SLED Sales Engineer, shared, the agent provides a quick, high-level refresh on any account. It ensures presentations stay tightly aligned to customer needs and it’s especially valuable in high-velocity environments where details can slip.

Instead of rebuilding context from scratch, SEs can rely on the agent as a consistent, up-to-date source of truth.

This project highlights a key pattern across many AI transformations. The biggest gains come from eliminating context gathering, not just speeding up execution. By automating the aggregation and synthesis step, employees save time and improve quality and consistency across deals.

It also reduces cognitive load. SEs can focus on strategy and customer interaction, rather than data collection.

What’s Next

The current version focuses on generating POV plans, but the roadmap extends further.

Next steps include:

  • writing POV data directly back into Salesforce

  • expanding automation across more parts of the sales workflow

  • continuing to refine outputs based on user feedback

Over time, this type of workflow moves toward a broader vision: a fully connected sales system where insights are automatically generated, structured, and fed back into the tools teams already use.

Problem

Building POV plans requires manually stitching together fragmented data across systems, making the process slow and inconsistent.

Solution

A Glean agent that pulls from Salesforce, Gong, and email to generate a complete POV plan with customer context, quotes, and actionable recommendations.

Why it's cool

It transforms POV prep from a manual research task into an automated, repeatable workflow, while actually improving quality and consistency.

Technologies used:

  • Glean
  • Salesforce
  • Gong
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