Stop Fixing Symptoms. Get to the True Root Cause with AI.

Your project is over budget and behind schedule, but do you really know why? A “book-smart” AI can identify symptoms. An AI with a lifetime of experience can follow the evidence to the source.

Stop the cycle of ineffective fixes and solve the right problem, permanently with PlanVector™ AI.

The Problem: The Vicious Cycle of Ineffective Fixes

pm fixing symptoms

A project starts to experience margin erosion. The immediate reaction is to cut costs. But the problem isn’t the cost itself; it’s a symptom of a much deeper issue.

This is the cycle of “book-smart” project management. We spend our days fighting the same fires because we only see the smoke. This leads to wasted resources, frustrated teams, and problems that never truly go away. They just reappear in a new, more critical form later.

The Solution: From Symptoms to a Veteran’s Root Cause Diagnosis

From Misleading Metrics to a Clear Diagnosis

To solve a problem for good, you need a diagnosis, not a guess. You need an expert who knows which questions to ask.

Our veteran AI has the wisdom of thousands of projects. It doesn’t just identify a problem; it conducts a relentless, data-driven investigation. Using powerful frameworks, such as the “5 Whys”, it interrogates the data, moving logically from the surface-level symptom to the deep, often hidden, systemic root cause. It has the experience to see the causal chain that a rookie, or an untrained AI would completely miss.

root cause analysis for projects

See an AI-Powered Root Cause Analysis in Action

The Scenario: The Collapsing Profit Margin

We tasked our veteran AI with a common but difficult challenge: a project is experiencing severe and accelerating margin erosion. The goal wasn’t just to identify the problem, but to find its true, fundamental source.

Below is the AI’s actual Root Cause Analysis. Notice how its “5 Whys” investigation relentlessly drills down, moving from a financial symptom all the way to a flaw in the company’s core project management standards.

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Project Root Cause Analysis (RCA)

Problem Statement

Project PBA-086 is experiencing severe margin erosion and a projected significant financial loss. The project’s Estimated at Completion (EAC) is rapidly increasing while the Total Planned Revenue (TPR) remains stable, indicating that the costs to complete the remaining work will exceed the available budget, leading to a substantial negative profit margin. This has critical business impact, directly impacting company profitability, potentially causing reputational damage, and misallocating scarce resources that could be used on more profitable ventures.

Causal Factor Analysis (The 5 Whys)

  • Why is the project experiencing severe margin erosion and a projected significant financial loss?

    • Because the Estimate at Completion (EAC) is rapidly increasing while the Total Planned Revenue (TPR) remains stable, meaning the costs to complete the project are projected to exceed the revenue.
  • Why is the Estimate at Completion (EAC) rapidly increasing?

    • Because there is an accelerating increase in Severe Issues and unmitigated Risk Exposure, leading to higher-than-expected execution costs, requiring additional unplanned work, and consuming more resources and time.
  • Why is there an accelerating increase in Severe Issues and unmitigated Risk Exposure?

    • Because the project’s risk and issue management processes are not effectively identifying, mitigating, or resolving these problems in a timely or proactive manner.
  • Why are the risk and issue management processes not effective or proactive?

    • Because there was insufficient upfront proactive risk identification and planning at the project’s outset, and inadequate ongoing attention or resources allocated to continuous risk and issue monitoring and resolution throughout the project’s execution.
  • Why was there insufficient proactive planning and ongoing attention/resources for risk and issue management?

    • Because organizational project management standards or project initiation frameworks did not mandate or prioritize a robust, continuously resourced risk and issue management discipline as an foundational element of project governance and execution.

Identified Root Cause

The fundamental root cause of the severe margin erosion and financial loss is the insufficient investment in and enforcement of proactive and continuous risk and issue management processes during project planning and execution, leading to unmanaged risks materializing as costly severe issues that drive up the Estimate at Completion.

Recommendations

  1. Mandatory Comprehensive Risk Assessment: Implement a mandatory and comprehensive risk assessment and mitigation planning phase for all new projects before execution begins. This phase should require dedicated resources, formal documentation of identified risks, their potential impacts, and detailed mitigation strategies, with formal approval required to proceed.
  2. Integrated Continuous Risk & Issue Management: Establish a robust, continuous risk and issue monitoring framework integrated into all future project execution phases. This framework must include clear roles and responsibilities for risk and issue owners, defined escalation paths, and regular, documented reviews to track progress on mitigation actions and issue resolution, ensuring sufficient resources are allocated for these critical activities.

What This Experienced AI Analysis Reveals

This isn’t just a report; it’s the kind of high-impact analysis you’d expect from a seasoned consultant. Here’s what an AI with a lifetime of experience provides:

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A Clear Problem Statement

The AI doesn’t just state a metric is bad. It frames the Problem Statement in terms of real business impact, including “reputational damage” and the “misallocation of scarce resources,” speaking the language of a business leader.

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Expert “5 Whys” Investigation

This is where the AI’s experience shines. It performs a Causal Factor Analysis, logically connecting the financial loss to rising costs, the rising costs to unmanaged risks, and ultimately, the unmanaged risks to an organizational failure to mandate proactive risk management.

A Definitive Root Cause

The analysis doesn’t leave you guessing. It concludes with a clear, unambiguous “Identified Root Cause.” This gives your team a single, critical area to focus on.

Prescriptive, Actionable Recommendations

The AI doesn’t just tell you the problem; it tells you how to fix it. It provides a list of strategic Recommendations that are designed to fix the core issue across the entire organization, preventing similar problems from ever happening again.

Want to see more?

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  • See even more in-depth responses from the PlanAutomate’s PlanVector AI.
  • Learn more about how we approach AI.
  • Discover why PlanVector AI has a better foundation than most other AIs for project management.

Download this AI Primer to get a more in-depth view into the AI capabilities in PlanAutomate.

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Solve Problems at the Source

root cause problem solving for projects

With an AI expert performing project root cause analyses, you can fundamentally change how your organization operates.

  • Make Permanent Fixes: Stop the cycle of recurring problems by addressing them at their origin.
  • Improve Strategic Processes: Use the insights from RCAs to fix the systemic, organization-wide issues that impact all your projects.
  • Save Time and Money: Focus your team’s valuable time and resources on the single issue that will have the greatest positive impact.
  • Foster a Culture of Learning: Move from a culture of blame to a culture of objective, data-driven problem-solving.

State of AI in Project Management

With the constant release of new AI tools what is the real situation with AI in project management? We are conducting this survey and create this report to answer that question.

Hear directly from project business leaders and project management professional to understand how AI is being adopted in project management, what are the most beneficial use cases, what are the results.

Take the survey and download the report now.

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