Most CEOs can tell you their revenue growth, margins, cash position, or customer acquisition costs without looking at a report.
Ask a different question:
"How cyber resilient are we today?"
The answer is usually less clear.
It is not because organisations lack cybersecurity data. In fact, most have the opposite problem. Security teams produce vulnerability reports, audit findings, compliance assessments, SOC dashboards, risk registers, penetration test results, and dozens of other metrics.
The challenge is that these measurements rarely come together in a way that helps a board, investor, or executive understand one thing:
How much cyber risk are we carrying as a business?
At Matrix3D, we've spent a lot of time thinking about that question.
The Missing KPI in Corporate Governance
If you were assessing a company's financial health, you would not look at cash in the bank and ignore debt, profitability, governance, or future obligations.
Yet that is often how cyber risk is discussed.
One organisation may have excellent security tooling and a mature SOC but struggle with regulatory obligations, incident governance, or data protection.
Another may have strong policies, documentation, and audit results but limited ability to detect or respond to real attacks.
Both carry risk. Just different kinds of risk.
That observation led us to develop Matrix3D’s Digital Bharat Cumulative Cyber Governance Index (DB-CCGI), a framework designed to provide a more complete view of cyber resilience. Rather than focusing only on controls or only on compliance, it brings both together in a single measurement.
What Is Matrix3D’s DB-CCGI?
At its simplest, DB-CCGI is a cyber resilience index scored on a scale of 1 to 10. It combines technical security performance with governance and compliance outcomes into a single measure.
The framework evaluates five areas:
- Technical Exposure & Control Effectiveness (TECE)
- Governance, Compliance & Cyber Response Readiness (GCCR)
- Data Protection & DPDP Assurance (DPDA)
- Detection, Resilience & Control Validation (DRCV)
- AI & Emerging Technology Governance (AETG)
Together, these dimensions provide a broader picture of organisational resilience, covering operational security, governance effectiveness, regulatory readiness, data protection, and AI oversight.
Why This Matters to Investors and Boards
Cybersecurity stopped being a technology issue a long time ago.
A serious cyber incident can affect customer trust, regulatory exposure, business continuity, valuation, insurance costs, and deal outcomes.
The problem is that organisation often report cyber risk in completely different ways. One reports vulnerabilities. Another highlights certifications. A third talks about maturity levels.
Comparing them is difficult.
What boards and investors often need is a common language for discussing cyber resilience. DB-CCGI was built with that goal in mind: to provide a single measure that reflects both operational security and governance performance.
Where Traditional Metrics Fall Short
Many cyber scoring approaches reward strength in one area while overlooking weaknesses elsewhere.
An organisation might invest heavily in security technology yet still struggle with:
- Incident governance
- Regulatory reporting
- Data protection obligations
- Executive accountability
- Oversight of AI systems
The reverse is also true. Strong audits and well-written policies do not necessarily indicate real-world security capability.
DB-CCGI was deliberately designed to avoid that imbalance. The framework uses a methodology that penalises large gaps between security operations and governance performance rather than allowing one to compensate for the other.
A Practical Example
Consider two organisations.
Organisation A
- Excellent security tooling
- Mature monitoring capability
- Strong engineering function
But also:
- Weak data protection controls
- Poor incident governance
- Limited AI oversight
Organisation B
- Good security controls
- Good governance
- Good compliance practices
- Good AI governance
Nothing exceptional in any one category, but no major weaknesses either.
Under many traditional assessments, Organisation A could appear stronger.
Under the DB-CCGI model, Organisation B scores higher because resilience is measured across both technical and governance domains. A balanced organisation receives a stronger score than one with significant weaknesses in critical governance areas.
That aligns more closely with what happens in the real world. Regulatory investigations, investor due diligence, and breach response exercises often expose governance weaknesses just as quickly as technical weaknesses.
Built for the Indian Regulatory Environment
Most cyber scoring models originate from frameworks developed outside India.
Indian organisations today operate within a different regulatory context.
Requirements around CERT-In reporting, log retention, cyber incident management, and obligations under the DPDP Act increasingly make governance and compliance part of the cyber risk conversation rather than separate concerns.
DB-CCGI was designed with those realities built into the model from the start.
Preparing for the AI Governance Challenge
Another issue appearing in boardroom discussions is AI governance.
Questions that were barely being asked a few years ago are now becoming routine:
- How are AI systems governed?
- Are models being reviewed for bias and accountability?
- Is AI activity tied into governance processes?
- Can decisions be explained and audited?
DB-CCGI includes AI and emerging technology governance as a dedicated dimension rather than treating it as an afterthought.
The intention is not just to measure current cyber resilience, but to create a framework that can evolve alongside technology and regulation.
Moving Beyond Annual Compliance
Perhaps the most important idea behind DB-CCGI is that cyber resilience should be measured continuously, not just assessed during audits.
Most organisations already collect the underlying data. What is often missing is a way to connect telemetry, governance evidence, compliance obligations, and validation testing into a coherent view. DB-CCGI attempts to provide that structure.
For security leaders, it provides a business-oriented way to communicate risk.
For boards, it offers a clearer governance signal.
For investors, it creates a more consistent basis for understanding cyber resilience.
The Bigger Question
As organisations increasingly track financial performance, sustainability commitments, and operational resilience, another question naturally follows:
Should cyber resilience become a board-level KPI?
We believe it should.
The challenge was never a lack of cyber data.
The challenge has always been turning that data into something leadership teams can understand, compare, and act on.
The Digital Bharat Cumulative Cyber Governance Index is our attempt to do exactly that. Not by replacing detailed cyber assessments, but by creating a common language between boards, risk committees, investors, governance leaders, and cybersecurity teams.
In an economy where trust increasingly influences business outcomes, the organisations that learn to measure cyber resilience well will be better positioned to manage risk, earn confidence, and grow sustainably.
Based on Matrix3D's research on the Digital Bharat Cumulative Cyber Governance Index (DB-CCGI), presented at SAMVAAD.
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