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User Story Generation Agent

Transforms unstructured inputs like transcripts, notes, and summaries into structured, actionable user stories

About the Agent

The User Story Generation Agent is a ZBrain-powered solution designed for product, customer success, and pre-sales teams that seek to transform qualitative customer feedback into clear, actionable user stories. Across many enterprises, insights from client interactions are scattered in transcripts, notes, and CRM fields, often leading to missed requirements and misaligned development. This agent closes that gap by standardizing how product needs are captured and communicated across teams.

The agent ingests inputs such as meeting transcripts, call summaries, or manually entered notes, along with optional user prompts to refine the scope. Leveraging natural language processing and prompt-based instructions, it extracts key intent, user roles, needs, and business objectives. These are then synthesized into structured user stories in a standardized format and organized by product domain or priority for seamless downstream use.

By automating the conversion of unstructured inputs into high-quality, structured user stories, the agent accelerates the creation of prioritized user story elements, enhances documentation quality, and maintains a consistent pipeline of actionable insights. This enables more efficient product planning and stronger alignment between customer input and delivery priorities, ultimately driving more effective product development.

Accuracy
TBD

Speed
TBD

Input Data Set

Sample of data set required for User Story Generation Agent:

Introductory Client Call Transcript: Nexus Corp - Project Financial Tracking Module Discovery

Date: June 17, 2025

Participants:

  • Alex Turner (Account Executive, Finelyte Solutions)

  • Maria Santos (Senior Consultant, Finelyte Solutionsp)

  • Sanjay Patel (Technical Architect, Finelyte Solutions)

  • David Kim (Head of Project Management, Nexus Corp)

  • Emily Chen (Finance Director, Nexus Corp)

[09:30 AM]

AT: Good morning, David, Emily, Robert. Thanks for joining us today. We're really excited to discuss your needs around project financial tracking. Maria and Sanjay are here from our solutions and technical teams to ensure we capture everything accurately.

[09:31 AM]

DK: Good morning, Alex, Maria, Sanjay. Thanks for setting this up. We're eager to explore potential solutions. As Alex knows, our current approach to project financial management is... let's just say, highly manual and challenging.

[09:32 AM]

MS: Understood, David. To start, could you perhaps walk us through your biggest pain points or frustrations with the current process? What does an ideal state look like for you?

[09:33 AM]

DK: Absolutely. Our biggest pain point right now is simply knowing where we stand financially on our large-scale projects. We're constantly behind on tracking actual spend against our approved budgets. It's all manual, in spreadsheets, and by the time we compile it, the data's already stale. This makes it impossible to react quickly if a project is overrunning costs. We often don't realize we're significantly over budget until it's too late in a project phase.

[09:35 AM]

EC: Exactly. From Finance's side, we need real-time visibility. I'm talking about actuals, commitments (like purchase orders that haven't been invoiced yet), and forecasts, all in one place, tied to specific project codes. And it's crucial that this data can be easily reconciled with our existing Oracle ERP system. Manual data entry is not an option for integration; we process thousands of transactions daily. We also need to be able to generate summary reports for our executive board on a monthly basis, clearly showing variances, and we need drill-down capabilities into the underlying data.

[09:38 AM]

RD: From a PM's perspective, I need simplicity. I don't want to become an accountant. I just need to quickly see my project's current burn rate and how much budget is remaining for each task, and easily log my time or forecast future expenses for my team directly into the system without complex workflows. A simple dashboard would be ideal.

[09:40 AM]

MS: Thank you, that's very clear. So, if I'm understanding correctly, project managers need an intuitive way to input or see project costs flowing in, track them against budget, and finance needs robust reporting and seamless, automated integration with Oracle, correct? What about alerts for budget thresholds? Would that be valuable?

[09:41 AM]

DK: Yes, alerts would be fantastic! If we hit 80% of a budget for a task, or if our forecasted spend indicates we'll exceed the overall project budget, I'd want an automated notification. It helps us take proactive measures rather than reactive ones.

[09:42 AM]

EC: And security is paramount. Project managers should only see their projects' financials, perhaps a roll-up of other projects they oversee, but certainly not the granular financial details of unrelated projects. Finance, on the other hand, needs a broader, consolidated view across all projects, possibly with audit trails for changes.

[09:45 AM]

SP: Just to confirm on the Oracle integration, Emily. Are we talking about specific modules within Oracle, like GL, AP, and PO? And do you have preferences for integration methods, like APIs, SFTP for flat files, or direct database connections?

[09:46 AM]

EC: Primarily GL, AP, and PO. Ideally, a robust API would be our preference for real-time or near real-time data flow. We're looking for something that minimizes custom development on our side for ongoing maintenance.

[09:48 AM]

MS: Excellent. This gives us a really solid foundation. We'll take all this back and start drafting some preliminary user stories and solution concepts. Alex, are there any other general objectives or strategic goals Nexus Corp has for this type of system?

[09:49 AM]

DK: Ultimately, it's about reducing project overruns, improving our forecasting accuracy, and empowering our project managers with better tools. If we can achieve that, it significantly impacts our bottom line and operational efficiency. We're aiming for a pilot phase by the end of Q4 this year, if feasible.

[09:50 AM]

AT: That's a clear objective, David. We'll work to align with that timeline. We'll reconvene next week with some initial thoughts and a proposed high-level architecture. Thank you all for your time and feedback.

[10:00 AM]

DK: Thank you, Finelyte Solutions team. Looking forward to it.

[10:00 AM]

EC: Yes, thank you.

[10:01 AM]

RD: Cheers.

[10:01 AM]

Call Ends.

Deliverable Example

Sample output delivered by the User Story Generation Agent:

User Story - Enhanced Project Financial Tracking

Product Domain: Enterprise Project Management & Financials

As a Project Manager or Finance Director at Nexus Corp,

I want to access and manage real-time, fully integrated financial data for all critical projects—drawing directly from our Oracle ERP system and encompassing actuals, commitments, accruals, and forward-looking forecasts—within a single unified platform,

So that we can obtain a complete, accurate, and current view of each project's financial health at any point in time, eliminate manual reconciliation work, and enable faster, more informed decision-making.

This visibility will allow us to proactively identify and respond to budget risks, such as overspending or forecasting anomalies, through automated, configurable alerts, rather than relying on delayed reports or fragmented data sources. It will also empower our teams to generate board-ready, audit-compliant reports that reflect up-to-the-minute financial realities, tailored to different stakeholder needs.

Ultimately, this capability supports Nexus Corp’s strategic goals by improving project profitability, reducing financial exposure, and increasing operational efficiency—driving smarter resource allocation and ensuring that executive leadership can trust the financial insights guiding major project and portfolio-level decisions.


Expanded Details:

  • Key Capabilities Expected:

    • Automated Data Sync: Seamless, scheduled, and on-demand synchronization of financial transactions from Oracle ERP to ensure data freshness.

    • Interactive Dashboards: Visual representations of project burn rates, variance analysis, and remaining budget at a glance for Project Managers.

    • Configurable Alerting: Notifications for project budget thresholds (e.g., 80% spent), cost category limits, or significant forecast changes.

    • Role-Based Security: Granular access controls ensuring Project Managers see only their relevant projects, while Finance Directors have a consolidated enterprise view.

    • Flexible Reporting: Ability to generate detailed and summary reports in various formats (e.g., PDF, CSV) for different stakeholders, with options for drill-down capabilities.

  • Business Objectives: This capability is crucial for enhancing overall project profitability, reducing financial risk exposure, optimizing resource allocation, and fostering data-driven decision-making across the organization. It directly supports Nexus Corp's strategic goal of improving operational efficiency by at least 15% in the next fiscal year.

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