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.

Startup & Venture Capital

2 min read

What is DPI (Distributions to Paid-In Capital)?

TL;DR

DPI (Distributions to Paid-In Capital) is a core private equity and venture capital metric that measures the ratio of actual, realized cash returned to Limited Partners (LPs) compared to the capital those LPs originally invested into the fund.

⚡ DPI (Distributions to Paid-In Capital) at a Glance

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Category: Startup & Venture Capital

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Read Time: 2 min

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Related Terms: 2

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FAQs Answered: 1

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Checklist Items: 5

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Quiz Questions: 6

📊 Key Metrics & Benchmarks

2-6 weeks

Implementation Time

Typical time to implement DPI (Distributions to Paid-In Capital) practices

2-5x

Expected ROI

Return from properly implementing DPI (Distributions to Paid-In Capital)

35-60%

Adoption Rate

Organizations actively using DPI (Distributions to Paid-In Capital) frameworks

2-3 levels

Maturity Gap

Average gap between current and target state

30 days

Quick Win Window

Time to see first measurable improvements

6-12 months

Full Impact

Time for comprehensive DPI (Distributions to Paid-In Capital) transformation

If LP investors gave a VC fund $100M, and the VC fund has returned $20M through IPOs and acquisitions, the DPI is 0.20x.

In 2025/2026, the entire venture capital landscape shifted furiously from TVPI (paper valuations) to DPI. High interest rates demanded that VCs prove they could return actual cash to investors instead of simply marking up illiquid SaaS valuations on a spreadsheet.

💡 Why It Matters

The focus on DPI aggressively pressures portfolio companies towards liquidity events (M&A or IPO) and profitability, completely restricting further rounds of "growth-at-all-costs" capital.

🛠️ How to Apply DPI (Distributions to Paid-In Capital)

Step 1: Assess — Evaluate your organization's current relationship with DPI (Distributions to Paid-In Capital). Where is it strong? Where are the gaps?

Step 2: Define Goals — Set specific, measurable targets for DPI (Distributions to Paid-In Capital) 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 DPI (Distributions to Paid-In Capital).

✅ DPI (Distributions to Paid-In Capital) Checklist

Assess your organization's current DPI (Distributions to Paid-In Capital) maturityIdentify quick wins for DPI (Distributions to Paid-In Capital) improvementCreate a 90-day DPI (Distributions to Paid-In Capital) action planAssign ownership for DPI (Distributions to Paid-In Capital) initiativesMeasure and report progress quarterly

📈 DPI (Distributions to Paid-In Capital) Maturity Model

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

Initial

14%

No formal DPI (Distributions to Paid-In Capital) processes. Ad-hoc and inconsistent across the organization.

Developing

29%

Basic DPI (Distributions to Paid-In Capital) practices adopted by some teams. Documentation exists but is incomplete.

Defined

43%

DPI (Distributions to Paid-In Capital) processes standardized. Training available. Metrics established but not yet optimized.

Managed

57%

DPI (Distributions to Paid-In Capital) measured with KPIs. Continuous improvement active. Cross-team consistency achieved.

Optimized

71%

DPI (Distributions to Paid-In Capital) is a strategic advantage. Automated where possible. Data-driven decision making.

Leading

86%

Organization sets industry standards for DPI (Distributions to Paid-In Capital). Published thought leadership and benchmarks.

Transformative

100%

DPI (Distributions to Paid-In Capital) drives business model innovation. Competitive moat. External recognition and awards.

⚔️ Comparisons

DPI (Distributions to Paid-In Capital) vs.	DPI (Distributions to Paid-In Capital) Advantage	Other Approach
Ad-Hoc Approach	DPI (Distributions to Paid-In Capital) provides structure, repeatability, and measurement	Ad-hoc requires zero upfront investment
Industry Alternatives	DPI (Distributions to Paid-In Capital) is tailored to your specific organizational context	Alternatives may have larger community support
Doing Nothing	DPI (Distributions to Paid-In Capital) creates measurable, compounding improvement	Status quo requires zero effort or change management
Consultant-Led Only	DPI (Distributions to Paid-In Capital) builds internal capability that scales	Consultants bring external perspective and benchmarks
Tool-Only Solution	DPI (Distributions to Paid-In Capital) combines process, culture, and measurement	Tools provide immediate automation without culture change
One-Time Project	DPI (Distributions to Paid-In Capital) 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

┌──────────────────────────────────────────────────────────┐ │ DPI (Distributions to Paid-In Capital) 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 DPI (Distributions to Paid-In Capital) 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 DPI (Distributions to Paid-In Capital) 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 DPI (Distributions to Paid-In Capital) 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 DPI (Distributions to Paid-In Capital) 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

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Start with a 90-day pilot of DPI (Distributions to Paid-In Capital) in one team before rolling out

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

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Measure and report DPI (Distributions to Paid-In Capital) impact in financial terms to leadership

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

✓

Create a DPI (Distributions to Paid-In Capital) playbook documenting processes, tools, and decision frameworks

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

✓

Schedule quarterly DPI (Distributions to Paid-In Capital) reviews with cross-functional stakeholders

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

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Invest in training and certification for DPI (Distributions to Paid-In Capital) 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	DPI (Distributions to Paid-In Capital) Adoption	Ad-hoc	Standardized	Optimized
Financial Services	DPI (Distributions to Paid-In Capital) Maturity	Level 1-2	Level 3	Level 4-5
Healthcare	DPI (Distributions to Paid-In Capital) Compliance	Reactive	Proactive	Predictive
E-Commerce	DPI (Distributions to Paid-In Capital) ROI	<1x	2-3x	>5x

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Explore the DPI (Distributions to Paid-In Capital) Ecosystem

Pillar & Spoke Navigation Matrix

⚖️ Flagship Advisory

PDI Diagnostic

Product Debt Index

Quantify the hidden economic liability of DPI (Distributions to Paid-In Capital) across your architecture using the world's leading valuation impact framework.

Deploy Tool

$10k Value

❓ Frequently Asked Questions

What is IRR vs DPI?

IRR measures the annualized percentage rate of return over time. DPI is simply the hard multiple of actual cash money returned into the bank accounts of the investors.

🧠 Test Your Knowledge: DPI (Distributions to Paid-In Capital)

Question 1 of 6

What is the first step in implementing DPI (Distributions to Paid-In Capital)?

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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