Team Success Predictor

Make the Invisible
Workforce Visible.

The human signal layer for project and business performance

People drive
project outcomes.

Signals create
early warnings.

Leaders take action.
Projects succeed.

BuiltWorlds AI/ML Demo Day
WINNER2025
Construction worker overlooking a skyline at sunset

Teams are the #1 reason a project or organization fails or succeeds

The Thesis

The Highest-Variance
Input in Project Success
Is People.

Every project has the same ingredients. Capital, resources, technology, process. What separates outcomes isn't the recipe — it's the human system running it.

Below is the equation every organization is quietly solving — whether they measure it or not.

CAPITAL
×
RESOURCES
×
TECHNOLOGY
×
PROCESS
×
PEOPLE
=
OUTCOMES
Fixed Ingredients

Capital, resources, technology, and process are largely commoditized across competitors.

The Multiplier

People turn identical inputs into wildly different results. It's a multiplier, not an add-on.

The Output

Outcomes are downstream of how well the human system performs together.

People Are Highly Variable

Mood, fatigue, clarity, trust, communication, judgment, and coordination change daily — and every one of them changes outcomes.

Directly link team performance to project and organization performance success.

Measure the multiplier. Move the outcome.

The Environment

Team performance is affected by confusion in the delivery ecosystemand by unpredictable stressors that erode delivery.

On Paper
The Plan
Clean hierarchy. Predictable handoffs. Every node has a parent.
In Practice
The Reality
Same people, same work — reorganized by pressure, dependencies, and human variability.
The Blind Spot

We measure what matters
yet we don't measure what drives it.

Cost, schedule, and productivity are outcomes. Trust, clarity, alignment, and team dynamics are what create them.

Measured Relentlessly
  • Cost
  • Schedule
  • RFIs
  • Change Orders
  • Safety Incidents
  • Labor Hours
  • Materials & Inventory
  • Equipment & Utilization
  • Weather
  • Productivity
Barely Measured
  • Trust
  • Clarity
  • Friction
  • Burnout
  • Alignment
  • Confidence
  • Psychological Safety
  • Leadership Credibility
  • Team Dynamics
  • Change Readiness

The human factors we don't measure don't show up in dashboards.

Their impact shows up later — in missed timelines, cost overruns, rework, and turnover.

How It Works

TeamStack
makes the
invisible visible.

Simple, anonymous surveys capture workforce signals. AI detects patterns and surfaces early warnings so leaders can act — before problems become costly.

From Simple Surveys to Early Action
  1. 1

    Anonymous Pulse Surveys

    2-minute surveys sent at regular intervals.

  2. 2

    Consistent Signals

    Workforce signals captured across trades, teams, and projects.

  3. 3

    Pattern Detection

    AI analyzes trends and detects meaningful patterns.

  4. 4

    Team Risks Identified

    Emerging risks across individuals, teams, and leadership surfaced before they impact project outcomes.

  5. 5

    Leader Action

    Leaders focus conversations and take action that improves outcomes.

Built on trust. Not surveillance.

100% anonymous. No individual scores. Only aggregated insights. Your people share the truth. You get the insight.

Seeing what's happening with your team earlier leads to

fewer surprises, better decisions, and better outcomes.

What We Detect

The Signals
TeamStack
detects.

We turn anonymous survey responses into early warnings tied to project outcomes.

Short signals · Real-time · Anonymous · AI-powered
What We Measure
Human Signals
What We Help Prevent
Project Outcomes Impacted
  • Trust in Leadership

    Confidence in leadership decisions, follow-through, and fairness.

  • Clarity of Priorities

    Understanding of goals, roles, and what matters most.

  • Workload / Burnout

    Sustainable workload and capacity to deliver at a high level.

  • Team Confidence

    Belief in success, ability to solve problems, and win together.

  • Turnover Intent

    Likelihood of people staying or looking elsewhere.

  • Change Readiness

    Openness to change and confidence in our ability to adapt.

  • Schedule Slip

    Issues surface earlier — before delays compound across the plan.

  • Cost Overruns

    Reduce rework, inefficiency and unplanned work.

  • Safety Incidents

    Spot deteriorating safety climate before incidents occur.

  • Productivity Loss

    Remove friction and blockers that slow teams down.

  • Staffing Instability

    Lower turnover risk and retain critical talent.

TeamStack detects the conditions that precede

cost, schedule, safety, and retention problems.

Customer Stories

What our customers say about
Team Success Predictor

Seven perspectives from facility owners, suppliers, and program leaders across industries — aligned with the outcomes you care about.

Construction Mgt.
TeamStack opened up a different world for me — better communication, better integration. Our culture, our momentum, our comfort has really improved.
Construction Mgt. Company
Supplier
Pharma
Reduce my actual costs by $2.5M/yr, and schedules by 20%.
Pharma Company
Facility Owner
EHS, Program Mgt.
Huge help in understanding how to retain my key employees.
EHS, Program Mgt. Company
Supplier
Engineering & Constr.
Seeing trends and issues early on, before they become significant problems.
Engineering & Construction Company
Supplier
AgChem
Prove I am implementing my Sustainability & Diversity strategies, and tell me where I am not!
AgChem Company
Facility Owner
Environmental E&C
Gives me the data to see where I can get my group back on track, and exactly where I need to focus to do that.
Environmental, Engineering & Construction Mgt. Company
Supplier
Eng. & Environmental
TeamStack gives me the unarguable truth about my delivery teams and my leaders so we can take the right actions.
Engineering & Environmental Company
Supplier