Valency Blog

PDRI Explained: Reduce CAPEX Risk with Front-End Planning - Valency

sandra.macgillivray@valencyinc.com (Sandra MacGillivray) — Thu, 18 Jun 2026 17:15:00 GMT

Blog post update on October 6, 2026

Most project teams know that strong front-end planning matters. The harder question is knowing when the scope is actually defined well enough to move forward.

That’s where the Project Definition Rating Index (PDRI) becomes useful. It gives teams a structured way to test scope maturity, surface gaps, and build alignment before major commitments are made.

In our recent webinar, Introduction to the Project Definition Rating Index (PDRI), we looked at how PDRI works and what it takes to apply it consistently across a capital project portfolio.

Closing the CAPEX Predictability GAP - Valency

sandra.macgillivray@valencyinc.com (Sandra MacGillivray) — Thu, 04 Jun 2026 13:45:00 GMT

Blog was updated October 5, 2026

Capital project organizations don't lack best practices.

They have stage gates, project controls, risk processes, front-end planning, constructability reviews, and decades of research showing what improves project outcomes.

Yet results remain inconsistent.

Some projects perform exceptionally well. Others experience cost growth, schedule delays, rework, or significant changes during execution.

If we know what works, why aren't the results more repeatable?

That was the question we explored in our recent webinar, Closing the CAPEX Predictability Gap.

The Hidden Risk in the CAPEX Portfolio

Most organizations concentrate their strongest readiness and assurance resources on a relatively small number of large, high-visibility projects.

As project size decreases and volume increases, readiness assessment often becomes less structured and less consistent. That creates a portfolio blind spot: the part of the portfolio with the most projects is often the part with the least systematic readiness oversight.

Individually, those smaller projects may carry less risk. Collectively, they can represent a significant source of portfolio-level predictability risk.

The answer is not to subject every small project to the same assurance process used on a megaproject. It is to right-size the level of rigor while maintaining a consistent way of measuring readiness.

A complex, high-risk project may warrant an independent or facilitated assessment. A smaller, more repeatable project may be appropriately assessed through peer review or structured self-assessment.

Different levels of rigor. One consistent readiness standard.

Readiness Has to Extend Across the Lifecycle

Project readiness tests whether the project has completed the right work, to the right level of maturity, before the next major commitment is made. It requires discipline: assessing readiness against a consistent standard, looking for evidence, and being willing to surface gaps before moving forward.

That discipline has to continue beyond the funding or investment decision.

Unresolved risks can carry into execution, while new risks emerge through design, procurement, construction, commissioning, and startup. If they are not identified early enough, they can appear later as change orders, rework, delays, cost growth, and disruption.

That is why readiness cannot be treated as a one-time check.

PDRI supports readiness during front-end planning. Construction Readiness tests whether the conditions are in place to move confidently into execution. Commissioning & Operational Readiness extends that same discipline through startup and the transition into operations.

The objective is not to add more gates or process. It is to apply the same readiness discipline at the right points in the lifecycle, identifying gaps while there is still time to act.

From Individual Assessments to a Readiness System

The real challenge is consistency.

If every project team, facilitator, or business unit uses a different readiness process, leadership loses the ability to compare results, identify recurring gaps, and understand where risk is building across the portfolio.

A more systematic approach comes down to three things:

Consistency. The same underlying readiness framework, with rigor right-sized to project complexity and risk.

Comparability. Results that can be compared across projects and against company or industry benchmarks.

Continuity. Readiness revisited as projects move from planning through design, construction, commissioning, and startup.

When those three are present, readiness becomes a repeatable way to see, compare, and manage risk across the portfolio.

What Makes It Sustainable?

Knowing the methodology is not enough.

In our experience, sustainable implementation depends on three elements working together: methodology, capability, and a platform or process that makes the practice repeatable.

Together, those elements allow the level of rigor to be right-sized to each project while the underlying process remains consistent.

Technology can help make that practical at scale. A platform like Carve is one way to create the common workflow, reporting, and data structure needed to apply readiness consistently across projects.

AIcan also help improve consistency in how readiness results are interpreted and communicated. We've introduced it to help facilitators synthesize complex findings, identify recurring themes, and present clearer, more consistent insights to decision-makers, while keeping professional judgment at the center of the process.

Closing the Gap

The capital projects industry already knows a great deal about what good project delivery looks like.

The harder challenge is applying proven practices consistently across different projects, project tiers, teams, and lifecycle stages.

That means being able to answer a simple question before important commitments are made:

Are we actually ready?

And answering it through a process that is rigorous enough for a megaproject, practical enough for a smaller site-led project, and consistent enough for leadership to understand readiness across the portfolio.

Best practices improve individual projects. Consistency is what makes better performance repeatable across the portfolio.

Dig deeper and explore PDRI, Construction Readiness, and Commissioning & Operational Readiness webinars

Why Integrated Project Delivery (IPD) Still Needs Structured Readiness

markanderson@valencyinc.com (Mark Anderson) — Fri, 15 May 2026 14:45:00 GMT

Over the past decade, Integrated Project Delivery (IPD) and other collaborative delivery models have become increasingly common across complex capital projects.

Owners are adopting these approaches to improve alignment, accelerate decisions, reduce adversarial behavior, and improve execution outcomes.

And in many cases, they do.

But collaborative delivery introduces a challenge that many organizations underestimate: The better teams collaborate, the easier it is to mistake alignment for readiness.

In highly aligned environments:

momentum builds faster,
optimism increases,
decisions accelerate,
and teams become collectively invested in moving forward.

These are all good things, but it’s also where risk begins to change form.

Capital projects rarely fail because people refuse to collaborate. They fail because major commitments are made before uncertainty has been sufficiently exposed.

IPD improves how teams work together.

But collaboration alone does not guarantee that a project is truly ready to move forward.

Alignment Changes Decision Behavior

IPD changes more than delivery structure.

It changes how project decisions get made.

In highly collaborative environments, teams become aligned earlier, procurement activities begin moving sooner, and pressure to maintain momentum increases across the project.

That creates a subtle but important shift: Difficult questions can become harder to ask.

Not because teams are careless.

But because collaborative environments naturally create pressure toward consensus and forward progress.

As schedules advance and commitments begin forming, uncertainty can become progressively harder to challenge objectively.

That dynamic becomes especially important around major commitment points, where assumptions begin turning into commercial and execution risk.

When Assumptions Become Commitments

Collaborative delivery environments move projects toward commitment faster:

Procurement activities begin earlier.
Key partners align sooner.
Execution planning advances more quickly.
Commercial pressure builds to maintain momentum.

At some point, the project crosses an important threshold – assumptions begin turning into commitments.

This transition can occur through:

buyout,
contractor engagement,
procurement authorization,
execution planning,
or major funding decisions.

Regardless of the mechanism, the effect is the same – flexibility begins to disappear rapidly.

Once projects move into commitment:

design gaps become expensive,
late changes create cascading impacts,
unresolved assumptions become execution risk,
and uncertainty becomes progressively harder to manage.

This is often where projects begin losing predictability.

Not because the team failed. But because the project moved into commitment before uncertainty was sufficiently exposed objectively.

And this is where many organizations encounter a critical governance gap.

They may have:

stage gates,
assurance reviews,
experienced teams,
and strong reporting processes…

…but still lack a consistent, objective way to evaluate whether a project is truly ready before major commitments are made.

That challenge becomes even more difficult in highly collaborative environments, where alignment and momentum can unintentionally mask unresolved uncertainty.

When everyone is aligned, teams can collectively feel ready before the project is actually well-defined enough to support downstream execution decisions.

Why PDRI Fits Collaborative Delivery

If collaborative delivery changes how projects move toward commitment, organizations need a structured way to evaluate readiness before uncertainty becomes locked into execution.

This is where PDRI becomes particularly valuable.

One of the biggest misconceptions about PDRI is that it exists primarily to generate a score.

It doesn’t.

The score can be useful, but it is not the real value.

The score is a signal generated by the conversation.

The real value of PDRI is that it creates a structured framework for teams to:

challenge assumptions,
expose gaps,
surface uncertainty,
clarify scope,
and align around what is actually known versus what is being assumed.

At its best, PDRI improves the quality of project decisions.

That becomes even more important in IPD environments because decisions happen earlier, faster, and more collaboratively.

More importantly, it creates an objective mechanism for testing readiness before projects become commercially and operationally locked into execution pathways that become increasingly difficult to change.

Projects Need Friction

One of the most important things IPD does is reduce adversarial friction.

That is good.

But projects still require another kind of friction:

intellectual tension,
rigorous challenge,
difficult conversations,
and objective evaluation of readiness.

Without that, collaborative teams can unintentionally drift toward premature confidence.

PDRI introduces what could be called productive friction.

Not political friction.
Not bureaucratic friction.
Not gatekeeping.

Productive friction.

It creates structured challenge without creating adversarial behavior.

It gives teams permission to ask:

What are we assuming?
What remains undefined?
What risks are we implicitly accepting?
Are we truly ready to move forward?

Those conversations are not obstacles to collaboration.

They are essential to making collaborative delivery successful.

Collaboration Does Not Eliminate Uncertainty

As delivery models become more integrated and fast-moving, structured readiness becomes more important – not less.

Collaboration does not eliminate uncertainty. It simply changes how uncertainty moves through the organization.

The organizations that execute best will not necessarily be the ones moving fastest.

They will be the ones with the clearest understanding of whether they are truly ready to move forward before major commitments are made.

That is why PDRI should not be viewed as governance overhead or a scoring exercise. It should be viewed as a decision-quality framework for collaborative project delivery.

For many organizations, a single PDRI is often the first step toward creating more objective readiness evaluation at critical decision points.

But as projects and portfolios become larger and more complex, the challenge becomes creating consistency and ensuring major decisions are made with the same rigor, visibility, and objective understanding of readiness across the organization.

PDRI Works. So Why is There So Much Project Variation? - Valency

sandra.macgillivray@valencyinc.com (Sandra MacGillivray) — Tue, 07 Apr 2026 17:15:00 GMT

For more than 20 years, front end planning has been proven to improve capital project outcomes. The data is clear, when applied well, the impact is significant. And at the center of effective frontend planning is PDRI, a widely adopted and proven approach for assessing scope definition and identifying risk early. Organizations that apply these practices typically see a 24% improvement in cost performance and 12% reduction in change orders via:

better scope definition
stronger team alignment
improved cost and schedule performance

*Based on CII RT-331 (FEED MATRS), 2018

So, the methodology is not in question. Yet, despite widespread adoption, outcomes remain inconsistent across project tiers and within and across portfolios. Projects still overrun, schedules still slip, and performance still varies from project to project.

So, what’s missing?

Why Good Methodology Doesn’t Deliver Consistent Results

Many organizations today:

use PDRI
follow FEL processes
have governance in place

On paper, everything is in place and yet, the results are not repeatable. Projects with similar scopes deliver very different outcomes. Performance varies from one team to the next, and from one project to another.

Often, organizations aren’t struggling to adopt best practices, but what we see most frequently are challenges applying them the same way, every time. In other words, humans, tools, and project team dynamics make application subjective and inconsistent.

How PDRI Is Applied in Practice

In practice, PDRI is applied:

differently by each facilitator
with varying levels of rigor
using spreadsheets, which don’t enforce consistency in how assessments are performed or scored

It’s applied differently from project to project, often enough that results aren’t truly comparable, nor can the data be trusted for decision-making.

Results Aren’t Comparable Across Projects

When application varies, the consequences are immediate:

scores can’t be compared across projects
gaps remain hidden instead of visible
risk is managed reactively, not systematically

Instead of building consistency, each project becomes a one-off exercise, disconnected from the portfolio and impossible to learn from at scale.

The Spreadsheet Delusion

Spreadsheets are the default tool for most teams because Afterall, they’re flexible and familiar. And let’s not forget that PDRI methodology is built in Excel frameworks, so it most often serves as the defacto tool and starting point for project assurance.

However, spreadsheets introduce fundamental constraints:

no standardization in how assessments are structured
no control over how scoring is applied or interpreted
no consistency in how data is captured across projects
no visibility beyond the individual project

They may work well for individual use, but they were never designed to enforce consistency, enable comparability, or provide visibility at a portfolio level.

Where the Real Value Emerges

For PDRI to deliver its full value, it needs:

Consistency: applied the same way every time
Repeatability: across teams and projects
Comparability: results that can be trusted and compared
Visibility: insight across the portfolio
Training/Certification: people certified for applying the methodology correctly

What we’re talking about here is really a system that supports it, so that methodology is applied consistently across projects, and the impact goes beyond individual outcomes and more broadly across the capital project portfolio.

It changes how the entire portfolio performs:

earlier identification of scope gaps, reducing rework and unplanned capital allocation
more consistent cost and schedule outcomes across projects, improving capital efficiency
and perhaps most importantly, increased portfolio throughput, delivering more projects without increasing capital spend or

From One-Off Exercise to Scalable Capability

Organizations that get the most value from front end planning don’t just apply the methodology but rather, they make it consistent and measurable, establishing:

a consistent structure for how assessments are performed
a shared, comparable view across projects
the ability to benchmark performance across projects in real time

Without this, even well-executed PDRI remains a one-off activity.

This is what turns PDRI from a useful exercise into a scalable, repeatable organizational capability.

Stop Thinking About Methodology. Start Thinking About Consistency at Scale.

Most organizations aren’t missing methodology; they’re missing consistency. The opportunity isn’t to introduce something new but to implement a systematic way to apply what already works, consistently, comparably, and at scale.

This is the shift most organizations miss but has the proven power to turn PDRI from a project-level tool into a portfolio-level advantage.

The Practical Reality of Change

Most organizations don’t start by transforming everything. They start by strengthening front-end definition, then extend that consistency across the full project lifecycle, from execution through startup, once a consistent “system” is in place.

But none of that works without a foundation that enables consistency, comparability and visibility at scale, and our beloved spreadsheets unfortunately weren’t designed to give us the “system” we need.

Consistency Is the Difference

PDRI works. It’s an excellent methodology, but its impact is limited when it’s applied inconsistently and managed in isolation. The organizations seeing the strongest results aren’t using different methodologies; they’re applying the same ones consistently, across every project across the entire lifecycle.

Projects don’t fail because teams don’t know what to do. They fail because the same practices are applied differently every time.

This is where a system becomes critical. Platforms like Valency Carve don’t replace PDRI; they ensure it is applied consistently, and that results are structured, comparable, and visible across the portfolio. That’s what allows organizations to move beyond one-off assessments and begin improving performance and outcomes consistently across every project. PDRI delivers better projects. Consistency at scale improves how the entire portfolio performs.

Get a personalized demo of the Valency Carve Capital Project Assurance Platform to see how you can drive capex project efficiency, consistency and throughput at scale.

PDRI’s Accuracy Section for Predictable Project Outcomes - Valency

sandra.macgillivray@valencyinc.com (Sandra MacGillivray) — Tue, 09 Dec 2025 13:00:00 GMT

A simple, scalable way to uncover the hardest-to-detect risks before Final Investment Decision (FID).

If your organization uses Project Definition Rating Index (PDRI), you already know its value: stronger alignment, fewer surprises, and improved cost and schedule certainty.

But many owners quietly acknowledge a persistent issue:

Every few years, a project with a strong PDRI score at FID still becomes a serious outlier.

Nothing is harder than explaining to executives how this happens despite your robust capital project governance process.

This is the exact problem the Construction Industry Institute (CII) set out to address.

Why CII Developed the PDRI Accuracy Section

CII’s research revealed a critical gap in traditional governance:

Even when scope maturity is high, the quality of scope deliverables can still vary significantly, often driven by human factors, organizational dynamics, leadership alignment, and capability constraints.

These conditions rarely appear in maturity scoring, yet they consistently show up in the root causes of major capital project outliers. In other words, deliverables may be “complete,” but the underlying conditions influencing their quality can still be weak.

Traditional governance systems tend to rely heavily on deliverable checklists and other lagging indicators, leaving a blind spot around the early behavioral and organizational factors that ultimately drive FEED quality and cost/schedule performance.

To close this gap, CII introduced the PDRI Accuracy section to answer an essential predictive-governance question:

“How confident are we in the quality of scope deliverables?”

By combining Scope Maturity + Accuracy, owners gain a much stronger set of leading indicators – a predictive mechanism that surfaces conditions correlated with cost and schedule deviations and gives gate reviewers clearer, early insight to support confident decisions prior to FID.

Accuracy also provides executives and Boards with assurance that FEED deliverables have been assessed not only for completeness, but for the underlying conditions strongly correlated with performance deviations.

Quality Risks Are Hard to Detect

With over $68B in project value assessed by Valency’s facilitators, two things are clear:

It’s easy to evaluate what is complete.
It’s much harder to detect conditions that influence quality, especially behavioral or organizational.

These conditions often remain invisible until after Front End Planning is completed, when it is far more costly to correct course.

Accuracy is designed to surface these conditions early, when project leadership can still take meaningful action. This is why Accuracy functions as a practical early-warning system and one of the few leading indicators correlated with preventing project outliers.

Three Examples Where Accuracy Flagged Quality Risks Early

Insights like these typically emerge in less than a couple of hours with the core leadership team, yet they have major implications for FEED quality and outlier prevention.

1. The Right SME… Without Enough Time

Accuracy Factor: 1d — Leadership Team & Culture

A large industrial project in Concept (FEL-2) had a highly respected SME assigned to several critical FEED deliverables.

But during the Accuracy discussion, the team acknowledged the SME was also supporting multiple priority initiatives, limiting their availability for design reviews.

Behavioural science shows that when critical resources are stretched:

analytical depth decreases
cross-functional assumptions go unchallenged

Outcome: Leadership adjusted resourcing ahead of Detailed Scope (FEL-3).

The issue had not become visible in maturity scoring, but Accuracy surfaced it early enough for proactive action.

2. Strong Leaders, Different Organizational Cultures

Accuracy Factor: 1a — Experience Planning, Designing & Executing

A joint venture project completing Concept (FEL-2) had experienced leaders from three partner companies. Scope development was progressing well.

But the Accuracy discussion revealed something scope maturity would never catch:
the leadership team had not yet developed a shared project culture.

Different norms around design reviews, communication, and decision-making were creating friction and slowing alignment.

Outcome: The Steering Committee prioritized cultural alignment at the start of Detailed Scope (FEL-3), significantly improving decision quality and pace.

3. Experience Gaps With Big Impact

Accuracy Factor: 1a — Experience Planning, Designing & Executing

A major decarbonization project involved proven technology, but new to the Owner. Engineering capability was strong, but the Accuracy discussion surfaced a key gap:
operational experience with this specific technology was missing.

Without operational insight, teams often underestimate integration complexity.

Outcome: The project engaged an external SME to strengthen operational input, improving FEED quality and confidence heading into Detailed Scope (FEL-3).

Why More Owners Are Adding Accuracy to Every PDRI Review

CII recommends achieving a minimum 76% Accuracy score by Detailed Scope (FEL-3), based on research validated across 44 industrial projects representing $13.9B TIC.

Accuracy Score

Many owners now add Accuracy at the end of Concept (FEL-2), where early-warning signals have the greatest impact.

Accuracy is simple to incorporate and closes one of the largest persistent gaps owners face: early detection of quality risks that often drive outlier performance.

Carve for PDRI’s Role and Why AI Matters

For organizations using PDRI portfolio-wide, the challenge is consistency and repeatability.

That’s why many owners now rely on Carve for PDRI, which:

Embeds the Accuracy section into all PDRI templates
Flags outliers instantly
Benchmarks results against Valency’s industry dataset
Uses Hybrid Intelligence (combining industry benchmarks with AI summarization) to highlight behavioural and organizational conditions that often precede cost and schedule outliers

This is powerful because behavioral and team-condition indicators are among the earliest predictors of project performance issues. Carve gives PMOs a consistent way to surface these early signals and move from reactive governance to predictive project assurance.

Many executives are surprised to learn their organization isn’t using it yet.

If You’re Using PDRI, Accuracy Is the Next Logical Step

Accuracy is one of the simplest and highest-impact ways to reduce the probability of capital project outliers.

If your organization isn’t using it or isn’t using it consistently across midsize or larger projects, it’s worth asking why.

Adding the Accuracy review at PDRI-2 and PDRI-3 requires no changes to your stage-gate structure and typically takes less than two hours with the leadership team, making it one of the simplest improvements a PMO can implement to strengthen predictability.

And if you’re not yet using PDRI, it remains Valency’s top recommendation for Owners seeking to improve predictability across their capital portfolios.

If you’d like to explore how Accuracy works or how Carve operationalizes it using Hybrid Intelligence, we’d be happy to walk your team through it.

Why PDRI Works: Behavioral Science for Predictable Projects - Valency

sandra.macgillivray@valencyinc.com (Sandra MacGillivray) — Thu, 20 Nov 2025 14:45:00 GMT

Artificial Intelligence (AI) is accelerating project assurance, reshaping risk analysis, and elevating how project leaders make decisions to achieve predictable project outcomes in capital project management.

When Valency introduced the Hybrid Intelligence release of our Carve project assurance software in July, and saw how rapidly customers adopted it, it highlighted a truth that stands the test of time: The biggest breakthroughs don’t come from technology alone. They happen when people, process, and technology are aligned.

Stepping back, that’s exactly what we’re experiencing today. Technology is finally unlocking the ability to scale brilliant project assurance methodologies that have driven pockets of excellence for decades.

One of the best examples is the Project Definition Rating Index (PDRI), the most widely adopted industry standard for achieving a well-defined scope in capital projects and preventing scope creep in engineering and construction projects.

What makes PDRI so powerful is the behavioral science behind the methodology, not just the structure of the assessment. PDRI delivers increased predictability in project outcomes because it aligns with how humans think, communicate, and make decisions under the complexity of capital project delivery.

Below are the key behavioral principles that make PDRI one of the most effective methods for improving scope definition, and why leading owners rely on PDRI as a core element of their project assurance strategy for their capital portfolios to reduce project risk and improve capital project success rates.

1. Early Alignment Drives Better Decisions

At the end of the Concept phase, conducting a PDRI assessment creates a shared understanding of what “complete scope” must look like by the end of Front-End Planning (FEP) or Detailed Scope.

Everyone is aligned early.
Assumptions are surfaced before they become costly.
The team walks away with the same definition of “done.”

Behavioral impact: People perform better when expectations are unambiguous and established early.

2. The Right Level of Pressure Creates High-Performing Teams

Gate reviews naturally introduce pressure, making it harder for teams to raise concerns candidly.

The PDRI methodology creates the opposite environment: moderate pressure with psychological safety.

Neutral facilitation
Candid discussion without blame
Team-driven action items

Behavioral impact: Moderate pressure + psychological safety is the optimal zone for performance and problem-solving.

3. Countering the Planning Fallacy (Optimism Bias)

Humans underestimate effort and complexity. PDRI mitigates this by creating disciplined, structured reflection:

Unknowns become visible
Assumptions are challenged
Tacit knowledge becomes explicit

Behavioral impact: Structured assessments dramatically reduce optimism bias and project blind spots in capital project planning.

4. Built-In Feedback Loops Strengthen Project Maturity

PDRI provides a consistent improvement cycle during Front End Planning:

An early PDRI sets clear expectations (e.g. conducting at the end of Concept phase)
The final PDRI-3, conducted before final investment decision (FID), serves as the project assurance checkpoint
The team moves through a closed-loop improvement cycle during FEP

Behavioral impact: Predictable feedback loops accelerate learning and capability in project teams.

5. Structured Scoring Reduces Cognitive Load

Planning a capital project demands a lot of mental bandwidth.

PDRI reduces mental overload by providing:

Clear categories and elements
Standardized criteria
A common language across disciplines

Behavioral impact: PDRI’s structure reduces mental load (cognitive load), improving decision quality and gate performance.

6. Peer Accountability Improves Follow-Through

Teams follow through on commitments made collectively, not ones handed down.

Action items are team-owned
Progress is visible
The next assessment creates natural accountability

Behavioral impact: Social commitment is one of the strongest motivators of human behavior.

A Transformation is Underway

A transformation is underway that we believe will create a permanent step change in predictability for delivering capital projects.

It’s not technology alone. It’s not process alone.

It’s the powerful combination of people + process + technology, reinforcing each other to achieve successful project outcomes in engineering and construction.

How AI Advances Safety and Construction Readiness - Valency

sandra.macgillivray@valencyinc.com (Sandra MacGillivray) — Tue, 12 Aug 2025 13:15:00 GMT

In the Construction Readiness Assessment (CRA), Health, Safety & Security is a stand-alone category, but a strong safety culture spans the entire project lifecycle and is woven into workforce readiness, planning, execution, and even handover. This year’s Construction Industry Institute (CII) RT-422 research reinforces that reality, presenting 19 artificial intelligence (AI) use cases that shift safety from reactive response to proactive prevention.

One of my earliest conversations at a CII conference was with a now-retired professional who told me, “If you always make safety a priority, cost and schedule performance will follow.” That insight rings truer than ever. AI is now giving us tools to act on safety risks faster, anticipate hazards earlier, and embed prevention into every stage of project delivery.

While CII members continue to outperform industry averages for Total Recordable Incident Rate (TRIR) and Days Away, Restricted, or Transferred (DART), the persistence of fatal incidents underscores the continued need for innovative approaches to safety.

RT-422 identified 19 AI use cases that move safety from reactive response to proactive prevention. These span the project lifecycle and roles, from design engineers and field engineers to the craft workforce. The research covers innovations like AI-driven hazard detection, real-time environmental monitoring, adaptive safety training, and predictive analytics for risk mitigation.

By embedding these AI capabilities into CRA-aligned planning and execution, owners and contractors can elevate readiness from procedural compliance to actively engineering safety into every project start.

Why this matters for advancing Construction Readiness

The RT-422 findings have high applicability across several CRA categories:

Health, Safety & Security: AI-powered hazard identification and real-time monitoring systems strengthen safety programs before the first crew mobilizes.
Human Resource Management: Adaptive, AI-driven safety training ensures the workforce is prepared for project-specific risks and evolving site conditions.
Tools & Equipment: Wearables, sensors, and AI-enabled devices enhance personal protection and situational awareness.
Planning: Predictive safety analytics allow risks to be identified and mitigated during the planning phase, not after incidents occur.

Integrating these AI solutions into CRA discussions helps both owners and contractors shift from asking “Do we have a safety plan?” to “Is our safety program built to prevent incidents under the conditions we will actually face?”

Shout-Out to the RT-422 Research Team

The Artificial Intelligence for Construction Safety research was made possible through the collaboration of CII owners, contractors, and academics. Special thanks to the RT-422 research team members for their contributions:

McDonough Bolyard Peck, Air Products, Fluor Corporation, ExxonMobil Corporation, Oracle USA, Texas A&M University, Kiewit, Worley, McDermott International, FTI Consulting, Ontario Power Generation, S&B Engineers, Cargill, Occidental Petroleum Corporation, Alvarez & Marsal, Deloitte, Bruce Power, The Procter & Gamble Company, Louisiana State University.

Their combined expertise ensured this research is grounded in real-world safety challenges and delivers actionable AI solutions for serious incident and fatality prevention.

The Challenge

Present: Too often, safety decisions are made without a full, real-time picture of site conditions. Are you using live data and situational awareness tools to make faster, better safety decisions as work unfolds?

Future: AI can predict risks, adapt training instantly, and prevent incidents before they happen. The first step could be as simple as piloting one tool, applying it to a high-risk scope, or sharing early wins. How will you lead adoption, while also addressing worker trust, data quality, integration complexity, privacy, and cost, so AI-enabled safety becomes a reality on your projects?

Why Frontline Supervisor Capability is the Next Assurance Frontier - Valency

sandra.macgillivray@valencyinc.com (Sandra MacGillivray) — Tue, 12 Aug 2025 12:30:00 GMT

For many of our customers, the Construction Readiness Assessment (CRA) is a proven assurance step, ensuring the people, processes, and plans are in place to start construction with confidence. This research challenges CRA users to go further: beyond “Are we ready to start construction?” to the deeper “Are we positioned to succeed?”

The Construction Industry Institute (CII)’s new RT-414 Playbook for Developing the Next Generation of Frontline Supervisors builds directly on that assurance mindset, advancing how we think about readiness in three critical CRA categories: Project Team, Human Resource Management, and Planning.

This research confirms and extends what we know about the role of Frontline Supervisors (FLS). It recognizes that Frontline Supervisors, often employed by contractors but pivotal to owner success, are the linchpin in executing the plans, processes, and safety culture your CRA verifies. It challenges us to not only confirm that the right number of supervisors are in place, but that they are equipped, through targeted training, leadership development, and technology readiness, to lead crews effectively in the workforce and technology environments over the next 15 years.

By integrating the Playbook’s insights into CRA-driven discussions, owners and contractors can move beyond “Are we ready to start?” to “Are we ready to succeed under the conditions the future will bring?”

Shout-Out to the RT-414 Research Team

The Playbook for Developing the Next Generation of Frontline Supervisors was created through the cross-sector collaboration of industry leaders, contractors, owners, academics, and advisors. Special thanks to the RT-414 research team for their contributions:

ExxonMobil, Chevron, Bruce Power, Irving Oil, Black & Veatch, Kiewit, Zachry, McDermott International, Southern Company, Bechtel Global, Burns & McDonnell, Dematic, Pathfinder, Baker Construction, Deloitte, and Arizona State University.

Their combined expertise ensured this Playbook is grounded in real-world challenges and opportunities that span the entire construction industry ecosystem.

Future-Proofing Project Execution: The Playbook for Developing the Next Generation of Frontline Supervisors

Why it matters for both Owners and Contractors

Frontline Supervisors are the critical link between strategy and safe, productive execution in the field. In most capital projects, these supervisors are contractor employees, yet their performance directly determines whether safety, quality, and schedule goals are met.

For contractors, the playbook offers a clear, structured approach to developing the next generation of supervisors.

For owners, it provides the tools, like the Owner’s Reference Guide, to evaluate a contractor’s ability to build and retain these capabilities. Ultimately, it is owners who can act as the catalyst for change, setting expectations during procurement and contractor selection that FLS capability be treated as a priority alongside safety, quality, and cost.

By anticipating the workforce and technology shifts outlined in the Playbook, owners can drive the industry toward a new generation of supervisors ready for the challenges of 2040.

Key insight from the research

As part of its work, RT-414 used scenario planning to explore three plausible futures for the construction industry through 2040:

Conservative Advancement – steady progress in tools and methods with gradual workforce changes.
Tech Boom – rapid adoption of advanced technology, including AI, robotics, and automation.
Labor Bust – significant workforce shortages requiring higher productivity from smaller crews.

Across all three scenarios, Artificial Intelligence (AI) consistently emerged as a transformative factor in how Frontline Supervisors (FLS) plan work, make decisions, and integrate technology in the field.

The Playbook identifies AI literacy—alongside leadership and trade skills—as a “no regrets” investment for both owners and contractors. In practice, this means supervisors will need to:

Confidently prompt AI tools to obtain useful outputs.
Interpret AI-generated data and insights accurately.
Apply AI outputs effectively to lead crews safely and productively.

From AI-driven project management tools to adaptive eLearning, and from real-time decision support to automated reporting, FLS will need to confidently prompt, interpret, and apply AI outputs to lead safe, efficient crews. Owners who partner with contractors to embed these skills now will be positioned for greater project success in every future.

Why this is impactful for long-term planning

This research is more than a training guide, it’s a scenario-based, risk-resilient strategy for building the leadership capacity your projects will depend on for decades. Organizations that adopt these principles can:

Strengthen Project Team readiness by ensuring leadership positions are filled with proven, future-ready supervisors.

Elevate Human Resource Management by securing, retaining, and developing skilled FLS through structured training and career pathways.

The Challenge

The CII Playbook makes one thing clear, your future project performance will be shaped by the readiness of your frontline leaders.

For owners: Are you making FLS capability a formal evaluation criterion when selecting contractors? Are you prepared to push for supervisors who are ready for both the human and technological realities of the jobsite in 2040?

For contractors: Are your FLS development programs aligned with the skillsets required across all three future scenarios? Are your supervisors being trained now to integrate AI tools into field operations without disrupting safety, quality, or productivity?

And most importantly, what will you do differently this year to ensure your frontline leaders are ready for the decades ahead?

A Transformative Leap Forward in Capital Project Assurance - Valency

sandra.macgillivray@valencyinc.com (Sandra MacGillivray) — Wed, 04 Jun 2025 17:15:00 GMT

In capital project assurance, the stakes are high, and so is the pressure on decision makers to cut through complexity and make the right call. Yet, too often, assessment reports leave executives wading through details without clear, actionable insights.

At Valency, we understand that the best decisions rely on information that’s clear, structured, and ready to support confident action.

Introducing Carve Hybrid Intelligence

That’s why we developed Hybrid Intelligence – a breakthrough capability in Valency’s Carve project assurance platform. It’s built to turn complex assessment findings into executive-ready insights.

Insight Overview (Valency’s Carve Hybrid Intelligence)

Challenges and Limitations in Capital Project Assurance

Project assurance teams often find themselves caught between too much data and too little clarity. Common challenges include:

Executive Summaries that Miss the Mark: Reports can be inconsistent, incomplete, or overly technical (leaving decision makers without a clear picture of key risks and gaps).
Lack of Reliable Benchmarks: Without a robust way to compare assessments to industry and company data, it’s hard to know how well a project is really performing.
Time-Consuming Reporting: Facilitators spend hours or days pulling together insights manually (slowing down decisions that need to be made quickly).
Difficulty Seeing the Big Picture: It’s one thing to gather data; it’s another to see the patterns and implications that matter for project success.

These pain points can delay critical approvals and expose projects to avoidable risks.

A study by Autodesk and FMI Consulting revealed that bad data costs the global construction industry $1.8 trillion annually, with 95% of construction data going unused, leading to inefficiencies and increased risks.

How AI Is Improving Project Assurance

Artificial Intelligence (AI) is transforming how project teams approach these challenges. Instead of manual data sorting and subjective reporting, AI in project assurance can:

Reveal Outliers and Gaps: AI compares project data to historical and industry benchmarks, pinpointing exactly where a project is on or off track.
Turn Data into Concise Insights: AI summarization converts dense technical details into focused, decision-ready statements, freeing facilitators to focus on context and recommendations.
Accelerate Decision-Making: With AI-driven analysis, project leaders can move from data to action more quickly and confidently.

A Deloitte report found that using AI in construction project management can reduce delays by up to 30% and cut costs by as much as 20%.

Importantly, AI doesn’t replace human judgment, but strengthens it, turning complex data into a clearer foundation for informed decisions. Carve Hybrid Intelligence builds on these AI capabilities, focusing them specifically on PDRI assessments and project assurance.

What Is Carve Hybrid Intelligence?

Valency’s Carve Hybrid Intelligence is designed to help decision makers move from complex results to confident decisions, faster and with more clarity. It combines three critical components:

Expert logic: The process of seasoned PDRI facilitators is used to highlight critical concerns based on Construction Industry Institute (CII) research at the section, category, and element levels.
Benchmarking: Your project is compared to Valency’s industry benchmarks and your company’s historical assessments. This reveals outliers and gaps.

Benchmark-Backed Insights (Valency’s Carve Hybrid Intelligence)

AI-Powered Summarization: Technical details, comments, and action items are translated into concise summaries, so your executives and project team can quickly see what matters most.

Example of AI-Powered Summarization (Valency’s Carve Hybrid Intelligence)

Throughout the process, the facilitator remains in control. While AI accelerates the process of preparing the summary report, every insight is reviewed by your facilitator to ensure the final output always reflects their judgment and subject matter expertise.

After refining the insights, the PDRI Facilitator can seamlessly incorporate them into the Executive Summary. WithCarve’sblueprint-driven templates (customizable across your organization) facilitators can quickly createconsistent, professional summary reports that align with your company’s standards.

Reviewing and Editing AI-generated Insights (Valency’s Carve Hybrid Intelligence)

The Foundation of Trust: Valency’s Generative AI Governance

As Carve Hybrid Intelligence empowers your project assurance with advanced AI, our commitment to responsible, secure, and transparent AI deployment is paramount. At Valency, this commitment is formalized and rigorously upheld by our Generative AI Governance Framework.

This framework ensures that Carve’s Hybrid Intelligence capabilities always operate with the highest integrity. It’s our disciplined approach to safeguarding intellectual property, promoting unwavering transparency, and meeting the exacting expectations of global organizations, aligning our generative AI practices with leading global standards for ethical and trustworthy AI.

How Carve Hybrid Intelligence Helps Decision Makers, Project Leaders and Facilitators

For Decision Makers:
- Concise executive summaries that highlight what matters most (no more wading through assessment details).
- Insights built on current benchmarks and CII best practices.
- Informed investment decisions.
For Project Leaders:
- Instant visibility into where your project stands compared to industry and company benchmarks.
- Easier identification of gaps, outliers, and priority areas for your project’s success.
- Consistent, data-backed insights that support better decisions throughout the project lifecycle.
For Facilitators:
- A dramatic reduction in time and effort to create a polished Executive Summary (what took hours now takes minutes).
- Structured, data-backed insights so nothing critical is missed.
- Flexibility to refine and finalize insights, maintaining quality and aligning with corporate standards.

Get a Carve Demo

Schedule a customized demo today to see how Carve Hybrid Intelligence can elevate your project assurance process.

Integrating Capital Project Commissioning into Turnarounds - Valency

sandra.macgillivray@valencyinc.com (Sandra MacGillivray) — Fri, 30 May 2025 19:00:00 GMT

How to Reduce the Risk of a Delayed Return to Service

Most owners avoid commissioning capital projects during a turnaround event at all costs. But when it’s essential, how do you reduce the risk of schedule delays?

Turnarounds, shutdowns, and outages are already high-stakes events. When capital project commissioning must be executed within that fixed window, the risk of delaying the return-to-service date increases dramatically, and so do the financial consequences.

Even with the best planning, late-stage commissioning challenges can derail schedules and prevent facilities from returning to service on time. For these high-risk scenarios, we recommend adopting a structured and proven assurance approach: Valency’s Carve for Commissioning & Operational Readiness.

The Challenge

According to the Construction Industry Institute (CII), the transition from construction to operations is where the greatest leakage of business value occurs¹. Their data shows that 40% of projects experience commissioning schedule overruns.

When those overruns happen during a turnaround, it doesn’t just delay commissioning of the related systems. It delays the entire operating unit’s return to service. The result? Lost production and lost revenue.

Mitigating the Risk

To mitigate this risk, owners are leveraging Valency’s Carve for Commissioning & Operational Readiness, a purpose-built assurance solution aligned with CII best practices.

How to stay ahead of the risk when commissioning a capital project must be done as part of a turnaround:

Evaluate readiness across all commissioning categories well before the event
Prioritize commissioning and operational readiness deliverables that must be completed prior to the turnaround
For teams that may be struggling with optimism bias, Valency’s Carve for Commissioning & Operational Readiness provides a proven assurance framework to take a consistent, evidence-based approach to readiness

The Results

Valency’s Carve for Commissioning & Operational Readiness is specifically adaptable for projects tied to shutdowns or outages. Carve supports project teams by helping them focus on early and thorough preparation for commissioning and startup.

Here’s what that looks like in practice:

Assessments should start early and review all commissioning readiness categories—not just those typically addressed prior to pre-commissioning.
Carve supports your project team by identifying hot spots that must be addressed to de-risk the commissioning schedule during the turnaround event.
Carve helps guide the prioritization of pre-event actions, ensuring no critical factors are not overlooked in the lead-up to the event.
Each assessment helps drive alignment between the turnaround maintenance organization and operations to support effective integration of capital project commissioning and turnaround activities.

Reduce Commissioning Related Schedule Risk

When commissioning during a turnaround is unavoidable, you need more than just great experience. A structured, objective, and focused approach to assurance is essential. That’s exactly what Valency’s Carve for Commissioning & Operational Readiness delivers.

It’s a practical solution to reduce the risk of a commissioning-related delay and protects your return-to-service date.

Let’s connect if you’re planning a capital project that must be constructed with commissioning as part of a turnaround event.

¹ Source: Construction Industry Institute (CII), “Commissioning and Startup Practices,” RS300-1