Who is Richard Ewing?

Richard Ewing is a Product Economist and AI Capital Auditor. He is the Founder of Exogram, a verification infrastructure for AI. He audits R&D spend and surfaces hidden capital risks like technical debt, AI cost overruns, and zombie infrastructure. He has scaled B2B SaaS from $0 to $25M ARR. Published in CIO.com, Built In, Mind the Product, and HackerNoon.

What is a Product Economist?

A Product Economist treats product decisions as economic decisions. Instead of measuring velocity or story points, a Product Economist measures Return on Invested Capital (ROIC), Cost of Goods Sold efficiency, and technical debt in dollar terms. The methodology was coined by Richard Ewing.

What is the Technical Insolvency Date?

The Technical Insolvency Date (TID) is the specific quarter where maintenance costs consume 100% of available engineering capacity, reducing feature velocity to zero. Calculate yours free at richardewing.io/tools/pdi.

Exogram is verification infrastructure for AI, founded by Richard Ewing. It prevents hallucination propagation with admissibility control planes and state-hashing commit enforcement. LLMs generate language; Exogram maintains reality.

How do I calculate technical debt cost?

Use the free Product Debt Index (PDI) calculator at richardewing.io/tools/pdi to quantify hidden technical debt in dollar terms, calculate your Technical Insolvency Date, and benchmark against industry standards.

How much does AI cost per query?

AI costs range from $0.0001/query for small models to $0.10+/query for frontier models like GPT-4. Use the free AI Unit Economics Benchmark (AUEB) at richardewing.io/tools/aueb to calculate your specific AI cost structure.

Security & Compliance

2 min read

What is DSPM (Data Security Posture Management)?

TL;DR

Data Security Posture Management (DSPM) is a cybersecurity framework focused on identifying, mapping, classifying, and protecting sensitive data regardless of where it resides in multicloud and continuous delivery environments.

⚡ DSPM (Data Security Posture Management) at a Glance

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Category: Security & Compliance

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Read Time: 2 min

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Related Terms: 3

❓

FAQs Answered: 1

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Checklist Items: 5

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Quiz Questions: 6

📊 Key Metrics & Benchmarks

$4.45M

Breach Cost

Average total cost of a data breach (IBM 2024)

10-50x

Prevention ROI

Return on security investment vs. breach costs

$50K-500K

Compliance Cost

Annual compliance program cost

204 days

Detection Time

Average time to identify a data breach

73 days

Containment Time

Average time to contain a breach after detection

65%

Automation Savings

Cost reduction from security automation vs. manual

Traditional security focuses on locking the perimeter (servers, endpoints). DSPM focuses entirely on the data layer itself. It automatically scans AWS, Snowflake, and hidden object storage to uncover "Shadow Data" (untracked PII, secrets, or financial records) and enforces access governance.

In 2025/2026, DSPM became mandatory due to AI models aggressively ingesting data lakes; if sensitive data is not properly classified by a DSPM, the AI will unintentionally expose it.

💡 Why It Matters

You cannot secure what you cannot see. DSPM is the required security prerequisite before organizations can safely allow AI agents to navigate their internal corporate data architectures.

🛠️ How to Apply DSPM (Data Security Posture Management)

Step 1: Assess — Evaluate your organization's current relationship with DSPM (Data Security Posture Management). Where is it strong? Where are the gaps?

Step 2: Define Goals — Set specific, measurable targets for DSPM (Data Security Posture Management) improvement aligned with business outcomes.

Step 3: Build Plan — Create a phased implementation plan with clear milestones and ownership.

Step 4: Execute — Implement changes incrementally. Start with high-impact, low-risk improvements.

Step 5: Iterate — Measure results, learn from outcomes, and continuously refine your approach to DSPM (Data Security Posture Management).

✅ DSPM (Data Security Posture Management) Checklist

Assess current DSPM (Data Security Posture Management) posture against industry standardsIdentify gaps in DSPM (Data Security Posture Management) coverageCreate remediation plan with timelinesImplement monitoring and alerting for DSPM (Data Security Posture Management)Schedule annual DSPM (Data Security Posture Management) audit

📈 DSPM (Data Security Posture Management) Maturity Model

Where does your organization stand? Use this model to assess your current level and identify the next milestone.

Initial

14%

No formal DSPM (Data Security Posture Management) processes. Ad-hoc and inconsistent across the organization.

Developing

29%

Basic DSPM (Data Security Posture Management) practices adopted by some teams. Documentation exists but is incomplete.

Defined

43%

DSPM (Data Security Posture Management) processes standardized. Training available. Metrics established but not yet optimized.

Managed

57%

DSPM (Data Security Posture Management) measured with KPIs. Continuous improvement active. Cross-team consistency achieved.

Optimized

71%

DSPM (Data Security Posture Management) is a strategic advantage. Automated where possible. Data-driven decision making.

Leading

86%

Organization sets industry standards for DSPM (Data Security Posture Management). Published thought leadership and benchmarks.

Transformative

100%

DSPM (Data Security Posture Management) drives business model innovation. Competitive moat. External recognition and awards.

⚔️ Comparisons

DSPM (Data Security Posture Management) vs.	DSPM (Data Security Posture Management) Advantage	Other Approach
Ad-Hoc Approach	DSPM (Data Security Posture Management) provides structure, repeatability, and measurement	Ad-hoc requires zero upfront investment
Industry Alternatives	DSPM (Data Security Posture Management) is tailored to your specific organizational context	Alternatives may have larger community support
Doing Nothing	DSPM (Data Security Posture Management) creates measurable, compounding improvement	Status quo requires zero effort or change management
Consultant-Led Only	DSPM (Data Security Posture Management) builds internal capability that scales	Consultants bring external perspective and benchmarks
Tool-Only Solution	DSPM (Data Security Posture Management) combines process, culture, and measurement	Tools provide immediate automation without culture change
One-Time Project	DSPM (Data Security Posture Management) as ongoing practice delivers compounding returns	One-time projects have clear scope and end date

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How It Works

Visual Framework Diagram

┌──────────────────────────────────────────────────────────┐ │ DSPM (Data Security Posture Management) Framework │ ├──────────────────────────────────────────────────────────┤ │ │ │ ┌──────────┐ ┌──────────┐ ┌──────────────┐ │ │ │ Assess │───▶│ Plan │───▶│ Execute │ │ │ │ (Where?) │ │ (What?) │ │ (How?) │ │ │ └──────────┘ └──────────┘ └──────┬───────┘ │ │ │ │ │ ┌──────▼───────┐ │ │ ◀──── Iterate ◀────────────│ Measure │ │ │ │ (Results?) │ │ │ └──────────────┘ │ │ │ │ 📊 Define success metrics upfront │ │ 💰 Quantify impact in financial terms │ │ 📈 Report progress to stakeholders quarterly │ │ 🎯 Continuous improvement cycle │ └──────────────────────────────────────────────────────────┘

🚫 Common Mistakes to Avoid

Implementing DSPM (Data Security Posture Management) without executive sponsorship

⚠️ Consequence: Initiatives stall when competing with feature work for resources.

✅ Fix: Secure VP+ sponsor who can protect budget and prioritize the initiative.

Treating DSPM (Data Security Posture Management) as a one-time project instead of ongoing practice

⚠️ Consequence: Initial improvements erode within 2-3 quarters without sustained effort.

✅ Fix: Embed into regular rituals: quarterly reviews, team OKRs, and reporting cadence.

Not measuring DSPM (Data Security Posture Management) baseline before starting

⚠️ Consequence: Cannot demonstrate improvement. ROI narrative impossible to build.

✅ Fix: Spend the first 2 weeks establishing baseline measurements before any changes.

Copying another company's DSPM (Data Security Posture Management) approach without adaptation

⚠️ Consequence: Context mismatch leads to poor results and wasted effort.

✅ Fix: Use frameworks as starting points. Adapt to your team size, stage, and culture.

🏆 Best Practices

✓

Start with a 90-day pilot of DSPM (Data Security Posture Management) in one team before rolling out

Impact: Validates approach, builds evidence, and creates internal champions.

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Measure and report DSPM (Data Security Posture Management) impact in financial terms to leadership

Impact: Ensures continued investment and executive support for the initiative.

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Create a DSPM (Data Security Posture Management) playbook documenting processes, tools, and decision frameworks

Impact: Enables consistency across teams and reduces onboarding time for new team members.

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Schedule quarterly DSPM (Data Security Posture Management) reviews with cross-functional stakeholders

Impact: Maintains momentum, surfaces issues early, and keeps the initiative visible.

✓

Invest in training and certification for DSPM (Data Security Posture Management) across the organization

Impact: Builds internal capability and reduces dependency on external consultants.

📊 Industry Benchmarks

How does your organization compare? Use these benchmarks to identify where you stand and where to invest.

Industry	Metric	Low	Median	Elite
Technology	DSPM (Data Security Posture Management) Adoption	Ad-hoc	Standardized	Optimized
Financial Services	DSPM (Data Security Posture Management) Maturity	Level 1-2	Level 3	Level 4-5
Healthcare	DSPM (Data Security Posture Management) Compliance	Reactive	Proactive	Predictive
E-Commerce	DSPM (Data Security Posture Management) ROI	<1x	2-3x	>5x

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Explore the DSPM (Data Security Posture Management) Ecosystem

Pillar & Spoke Navigation Matrix

⚖️ Flagship Advisory

PDI Diagnostic

Product Debt Index

Quantify the hidden economic liability of DSPM (Data Security Posture Management) across your architecture using the world's leading valuation impact framework.

Deploy Tool

$10k Value

❓ Frequently Asked Questions

DSPM vs CSPM?

CSPM (Cloud Security) looks for misconfigured servers and open ports. DSPM (Data Security) looks specifically at the actual sensitive data inside those databases.

🧠 Test Your Knowledge: DSPM (Data Security Posture Management)

Question 1 of 6

What is the first step in implementing DSPM (Data Security Posture Management)?

Need Expert Help?

Richard Ewing is a Product Economist and AI Capital Auditor. He helps companies translate technical complexity into financial clarity.

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