The operational interface for human risk governance
The PeopleNotTech dashboard surfaces early warning signals of execution failure by measuring leading human indicators.
Capabilities
Real-time psychological safety analysis
JIRA/Internal Systems API connections
Silence and masking detection
Trust and inclusion deltas and Google Aristotle Score
Hotspot and velocity mapping in remote teams
Behavioural risk patterns
Team Interventions and AI Pods
Leadership impact analytics
AI-generated insights for executives and boards
Not a culture tool.
Risk governance technology.
What Leaders Can Do
Detect. Quantify. Govern.
Detect early
Hidden failure patterns
Behavioural resistance
Transformation drift
Compliance vulnerabilities
Quantify precisely
Human Debt levels
Risk velocity and trendlines
Thresholds and inflection points
Impact of leadership actions
Govern confidently
CIO and COO reporting
Risk committee oversight
Board-level visibility
Organisational solvency monitoring
What Changes When Organisations Use PeopleNotTech
Organisations report earlier surfacing of execution risks, faster leadership intervention, reduced silent failure, clearer governance conversations, and greater confidence in scale decisions.
This is not about sentiment. It is about preventing avoidable failure.
How Leaders Evaluate the ROI
Executives compare the cost of visibility with the cost of late discovery.
Cost of Visibility
Investing in proactive measures for early detection and comprehensive governance leads to informed decision-making.
Cost of Late Discovery
Sunk transformation spend
Rework and project delays
Leadership credibility loss
Regulatory & reputational exposure
Preventing a single late-stage failure typically covers the investment.
Solutions
1
Human Risk Diagnostic for AI and Transformation
A focused, four-week executive investigation designed to proactively identify and map risk hotspots within your AI and transformation initiatives. This diagnostic reveals potential failure patterns before they escalate, providing clear insights into human behavioral and organizational vulnerabilities.
An annual subscription service providing continuous oversight and real-time telemetry of human risk factors across your organization. This layer is for leaders committed to preventing systemic failure and fostering a culture of proactive risk management, rather than merely reacting to crises.
Includes
24/7 continuous dashboard access and usage of Playbook
Quarterly governance reports & risk alerts
Change response modeling & AI-generated insights
Dedicated advisory support for strategic implementation
Applied human risk governance directly integrated into live AI development and delivery. This unique system designs how humans and AI collaborate, ensuring accountability, trust, and effective decision-making are governed in real-time within mixed teams, preventing diffuse risk and eroded trust often seen in fast-paced AI adoption.
PeopleNotTech is a human risk governance platform that predicts and surfaces execution failure in AI and transformation programs by measuring Human and emerging Tech Debt
You know what Tech Debt is. Human Debt is the accumulation of unspoken and unmeasured people-related risk.
It is designed for executive accountability, governance oversight, and early intervention before KPIs fail.
Proven in Practice: From Human Debt to Human Risk Infrastructure
Global research now confirms, what PeopleNotTech named and operationalised early: AI success is constrained by human systems, not tools.
Human Debt is the organisational risk that accumulates when human systems — trust, psychological safety, accountability, and exposure — are neglected during AI and technological transformation.
The concept of Human Debt was originated by Duena Blomstrom, founder of PeopleNotTech, to describe the invisible, compounding risk that builds when people stop speaking up, concerns go unmeasured, and execution reality diverges from executive intent.
Long before AI failure rates, post-deployment underperformance, and stalled transformations became widely acknowledged, this work focused on:
Human risk as a first-class organisational liability
Why performance collapses after transformation launches
The widening gap between executive strategy and lived team reality
How fear, silence, and unmanaged exposure shape execution outcomes
From Concept to Infrastructure
For over a decade, PeopleNotTech has built human risk infrastructure to operationalise Human Debt, moving it beyond theory, surveys, sentiment tracking, or workshop-based interventions.
This infrastructure includes:
Behavioural measurement engines for environments where psychological safety is under constant pressure — informed by research such as Harvard Professor Amy Edmondson’s work and Google’s Project Aristotle, but engineered for operational reality beyond academic models
High-performing team dashboards translating lived experience into execution-relevant signals
Shared success metrics embedded directly into Agile and transformation programmes
Psychological safety improvement methods designed for delivery environments, not training rooms
Human-centred risk models linking behaviour, exposure, and decision-making to execution outcomes
AI-assisted signal detection surfacing silence, masking, and emerging failure patterns before outcomes degrade
Governance frameworks translating human dynamics into decision-grade insight for executives, boards, and regulators
This work turns culture, behaviour, and psychological safety into measurable, governable human risk intelligence.
Practitioner Validation in High-Pressure Environments
Human Debt instrumentation has been applied inside Google-scale technology environments, hyperscale platforms, global enterprises, and fast-moving organisations where:
AI-assisted development
Code visibility
Continuous review
Human exposure
are daily operational realities — not abstract research variables.
PeopleNotTech has been used by leaders across industries including Novartis, Sports Direct, Matatika, and FedEx to detect and prevent execution failure before it impacts outcomes.
Why This Authority Matters
PeopleNotTech does not rely on opinion, personality, or consultancy credibility.
It stands at the intersection of:
Original concept authorship (Human Debt)
Global research convergence
Proven operational application inside real organisations
That is why PeopleNotTech is not another AI transformation vendor.
It is human risk infrastructure for organisations that need AI to work — in reality, not theory.
Trusted by forward-thinking leaders across industries and geographies to detect and prevent execution failure before it impacts outcomes.
Here’s what leaders say about working with us:
"PeopleNotTech provided us with an unparalleled view into our project's human dynamics. We were able to identify and mitigate critical human debt risks months in advance, preventing potential execution failures that would have cost us millions. This level of insight is transformative for governance and has significantly improved our early risk detection capabilities."
~ CIO, Global Financial Services
"Our team's psychological safety and trust metrics shot up by over 300% after implementing PeopleNotTech. This wasn't just about morale; it directly translated into a significant increase in our velocity and shipping speed across multiple key initiatives. The platform cuts through the noise and gives us actionable data for faster intervention."
~ COO, Technology Sector
"Before PeopleNotTech, human risks were abstract, often surfacing too late. Now, we have concrete, data-driven insights that empower executive accountability and ensure we're making strategic decisions based on true operational realities. The impact on preventing major failures has been profound."
This intake establishes whether a Human Risk Diagnostic is appropriate and where execution risk may be accumulating. This is not a performance review. All outputs are aggregated and governance-grade.