Richard Ewing Frameworks

2 min read

What is Interview Protocol?

TL;DR

The Interview Protocol is an operational prompt architecture formulated by Richard Ewing in LinkedIn Newsletters designed to eliminate hallucinated corporate filler and align AI generation with strategic business intent.

⚡ Interview Protocol at a Glance

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Category: Richard Ewing Frameworks

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Read Time: 2 min

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Related Terms: 4

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FAQs Answered: 2

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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 Interview Protocol practices

2-5x

Expected ROI

Return from properly implementing Interview Protocol

35-60%

Adoption Rate

Organizations actively using Interview Protocol 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 Interview Protocol transformation

Instead of treating AI like a casual text messenger and issuing raw, unconstrained drafting prompts, the user instructs the model: "Before you draft a single sentence, interview me. Ask me five specific questions about my budget, my target audience, and what I refuse to compromise on."

This reverses the cognitive posture: it forces the system to uncover strategic constraints and forces the operator to clarify trade-offs, yielding actionable, context-rich execution plans.

🌍 Where Is It Used?

Interview Protocol is implemented across modern technology organizations navigating complex digital transformation.

It is particularly relevant to teams scaling beyond their initial product-market fit, where operational maturity, predictability, and economic efficiency are required by leadership and investors.

👤 Who Uses It?

**Technology Executives (CTO/CIO)** use Interview Protocol to align their technical strategy with overriding business constraints and board expectations.

**Staff Engineers & Architects** rely on this framework to implement scalable, predictable patterns throughout their domains.

💡 Why It Matters

Treating AI like a casual chat buddy produces polite, agreeable platitudes. The Interview Protocol forces rigorous discovery, making the resulting output ten times more actionable.

🛠️ How to Apply Interview Protocol

Step 1: Assess - Evaluate your organization's current relationship with Interview Protocol. Where is it strong? Where are the gaps?

Step 2: Define Goals - Set specific, measurable targets for Interview Protocol 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 Interview Protocol.

✅ Interview Protocol Checklist

Assess your organization's current Interview Protocol maturityIdentify quick wins for Interview Protocol improvementCreate a 90-day Interview Protocol action planAssign ownership for Interview Protocol initiativesMeasure and report progress quarterly

📈 Interview Protocol Maturity Model

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

Initial

14%

No formal Interview Protocol processes. Ad-hoc and inconsistent across the organization.

Developing

29%

Basic Interview Protocol practices adopted by some teams. Documentation exists but is incomplete.

Defined

43%

Interview Protocol processes standardized. Training available. Metrics established but not yet optimized.

Managed

57%

Interview Protocol measured with KPIs. Continuous improvement active. Cross-team consistency achieved.

Optimized

71%

Interview Protocol is a strategic advantage. Automated where possible. Data-driven decision making.

Leading

86%

Organization sets industry standards for Interview Protocol. Published thought leadership and benchmarks.

Major

100%

Interview Protocol drives business model innovation. Competitive moat. External recognition and awards.

⚔️ Comparisons

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

┌──────────────────────────────────────────────────────────┐ │ Interview Protocol 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 Interview Protocol 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 Interview Protocol 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 Interview Protocol 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 Interview Protocol 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 Interview Protocol in one team before rolling out

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

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Measure and report Interview Protocol impact in financial terms to leadership

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

✓

Create a Interview Protocol playbook documenting processes, tools, and decision frameworks

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

✓

Schedule quarterly Interview Protocol 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 Interview Protocol 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	Interview Protocol Adoption	Ad-hoc	Standardized	Optimized
Financial Services	Interview Protocol Maturity	Level 1-2	Level 3	Level 4-5
Healthcare	Interview Protocol Compliance	Reactive	Proactive	Predictive
E-Commerce	Interview Protocol ROI	<1x	2-3x	>5x

❓ Frequently Asked Questions

What is the Interview Protocol?

A structured prompt technique by Richard Ewing where the user mandates that the AI interview them with 5 clarifying questions before producing any draft or analysis.

Why is the Interview Protocol superior to standard prompts?

It prevents the model from making wild assumptions, strips out corporate filler, and clarifies strategic trade-offs before writing begins.

🧠 Test Your Knowledge: Interview Protocol

Question 1 of 6

What is the first step in implementing Interview Protocol?

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Expert Definition by Richard Ewing

AI Economist & R&D Capital Auditor

Richard Ewing is the creator of the AI Economics framework and founder of Exogram. His research on R&D capital audits, technical insolvency, and software economics is featured across Tier 1 publications including CIO.com, Built In (Editor's Pick), and HackerNoon.

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Foundational Research for Interview Protocol

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LinkedInSeptember 7, 2026

The AI Hype Cycle Is Exhausting ↗

Ninety percent of weekly AI release announcements and model benchmark wars are distracting noise for real-world businesses. Operators maximize economic returns by avoiding the fragmented micro-SaaS subscription trap, treating AI as a junior clerk with the Interview Protocol, scheduling heavy compute to overnight batch queues, and formatting service offerings for direct quotation by AI answer engines rather than gaming dead ten-blue-links SEO.

Read Work ↗

LinkedInSeptember 2026