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The Prompt That Kills Bad Business Ideas

Brutal, structured validation that exposes weak assumptions before you waste time or money.

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AI MARKET PULSE
AI Startups Are Using AI to Create — Not Cut — Jobs

While headlines warn that artificial intelligence will eliminate millions of jobs, new data from a survey of 1,500 early-stage companies tells a different story: startups adopting AI are hiring more, not less. According to Mercury’s findings, 79% of AI-heavy startups report increased hiring, and AI adopters are three times more likely to be scaling their teams — particularly in growth roles like sales, marketing, and business development. Roundtables hosted by the Center for American Entrepreneurship reinforce the trend, with founders using AI to deepen customer relationships, uncover new demand, and lower the cost of launching new ventures. The pattern is clear — in the hands of entrepreneurs, AI is acting as a job multiplier rather than a job eliminator.

So what does that mean for you?
AI isn’t just a cost-cutting tool — it’s a growth accelerator. The advantage now belongs to founders who use AI to expand opportunity, not shrink teams:

• Use AI to surface unmet customer needs
• Reinvest efficiency gains into growth roles
• Lower startup costs to launch faster

The signal is clear. AI is reducing friction across problem-solving, product development, and customer expansion, enabling startups to scale teams alongside technology. Those who treat AI as leverage for growth can compound hiring and revenue simultaneously; those who view it purely as automation risk missing its real economic upside.

AI Isn’t the Edge. Execution Is.

Most people are playing with AI.
Very few are using it to build income they control.

The AI Income Playbook gives you 200 practical, execution-ready income paths — clearly broken down so you can choose one and move.

No hype.
No theory loops.
No “someday.”

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WORKFLOW BUILDER
The "Auto-Affiliate" Funnel

Goal: Launch a complete affiliate marketing campaign from scratch by identifying a high-demand product and building the entire sales journey in minutes.

Steps:

  1. Identify the Winning Offer

    Find a high-converting affiliate product that fits your niche and audience.

    • Prompt ChatGPT: Act as an affiliate strategist. Identify 3 high-demand [SaaS/Digital] products with affiliate programs that solve a major pain point for [your audience].

    • ➡️ Next: Choose one product and sign up for its affiliate program to get your unique link.

  2. Design the "Lead Magnet" Bridge

    Create a free value-add that encourages users to click your affiliate link.

    • Prompt ChatGPT: Write a 1-page "Quick Start Checklist" or "Cheat Sheet" that helps [audience] solve [problem] using [affiliate product].

    • ➡️ Next: Save this text to use as the "free gift" on your landing page.

  3. Build the High-Conversion Landing Page

    Draft the layout and copy for a simple, effective bridge page.

    • Prompt ChatGPT: Write a punchy headline and 3 bullet points for a landing page that promises to solve [problem] and features a "Call to Action" button for [affiliate product].

    • ➡️ Next: Copy this text into a simple page builder like Landingi or Softr.

  4. Sequence the Email Follow-Up

    Automate a 3-part email series that builds trust and closes the sale.

    • Prompt ChatGPT: Write a 3-email "Welcome Series" that delivers the free gift, shares a personal success story using [affiliate product], and gives a "final 24-hour" reminder to check it out.

    • ➡️ Next: Load these emails into your autoresponder (like GetResponse or Brevo).

  5. Generate Viral Promo Hooks

    Create social media posts to drive organic traffic to your new funnel.

    • Prompt ChatGPT: Write 5 "edutainment" style tweets or LinkedIn posts that teach a lesson about [niche] and naturally link to my new landing page.

    • ➡️ Next: Schedule these posts and start driving traffic.

Pro Tip (Upgrade):
Use Landingi to launch your high-converting landing pages in record time. Their AI-driven builder handles the design and layout so you can start collecting commissions immediately.

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TODAY’S PROMPT
Pressure-Test Your Business Idea

This mega-prompt operates like a disciplined investment committee, converting your raw idea, assumptions, and ambitions into a structured validation framework. It transforms vague optimism into a rigorous stress test that aligns market demand with monetization logic, surfaces hidden risks, and forces decisive trade-offs—cutting through founder bias, eliminating false momentum, and delivering a clear go, pivot, or kill verdict without hype, wishful thinking, or startup cliché thinking.

👉 Use the prompt + check out my example output here

MEGA-PROMPT: AI Business Idea Stress-Tester

CLEAR ASK
You are to act as a skeptical venture capitalist, market analyst, and execution strategist.

Your task is to rigorously validate, refine, and pressure-test my business idea before I invest significant time or money.

The output must be:
- Analytical and evidence-driven
- Direct and brutally honest (no hype)
- Structured and decision-focused
- Practical and immediately actionable
- Clear enough that no clarification is required

Your goal is not to encourage me.
Your goal is to protect my time and capital.

If the idea is weak, explain why.
If the idea is strong, explain under what conditions it wins.


CONTEXT & PURPOSE
The purpose of this prompt is to:
- Identify fatal flaws early
- Surface hidden risks
- Clarify differentiation
- Evaluate real market demand
- Pressure-test monetization logic
- Force strategic trade-offs

This is not brainstorming.
This is not motivational feedback.
This is not generic startup advice.

Assume the user wants:
• Honest validation
• Market realism
• Competitive analysis
• Clear go / no-go signals
• A refined execution path

The goal is to kill bad ideas early and double down on strong ones.


DETAILED INPUT REQUIREMENTS (USER MUST FILL THESE IN)
Use the inputs exactly as provided.
If something is missing, make reasonable assumptions and clearly state them.

IDEA OVERVIEW
• One-Sentence Description:
• Problem It Solves:
• Target Customer:
• Why This Problem Matters:

MARKET
• Industry:
• Estimated Market Size (if known):
• Existing Competitors:
• Indirect Alternatives:
• Why Now? (Timing Advantage):

MONETIZATION
• Revenue Model (Subscription / One-Time / Service / Ads / etc.):
• Price Point:
• Expected Customer Acquisition Channel:
• Expected CAC (if known):
• Expected LTV (if known):

TRACTION (IF ANY)
• Validation So Far:
• Revenue So Far:
• Audience Size:
• User Feedback:

FOUNDER EDGE
• Relevant Experience:
• Unique Insight:
• Network Advantage:
• Capital Available:
• Time Available Per Week:

CONSTRAINTS
• Legal / Regulatory Risks:
• Geographic Limits:
• Skill Gaps:
• Financial Runway:

TIME HORIZON
• 30-day goal:
• 90-day goal:
• 12-month goal:


OUTPUT REQUIREMENTS (MANDATORY FORMAT)

1. IDEA CLARITY SCORE (1–10)
- Is the problem real?
- Is the solution specific?
- Is the target customer defined?
- Where it lacks clarity

2. MARKET REALITY CHECK
- Demand strength (Weak / Moderate / Strong)
- Competitive intensity
- Barriers to entry
- Timing advantage assessment

3. MONETIZATION STRESS TEST
- Pricing realism
- Unit economics viability
- Scalability potential (Low / Moderate / High)
- Revenue model durability

4. COMPETITIVE DIFFERENTIATION
- What makes this defensible?
- What competitors will copy easily
- Where moat could exist

5. EXECUTION DIFFICULTY
- Technical complexity
- Distribution difficulty
- Capital intensity
- Founder-market fit score (1–10)

6. FAILURE SCENARIOS
- Most likely reason it fails
- Second most likely reason
- Hidden risk no one is talking about

7. UPSIDE SCENARIO
- Conditions required to win
- What must go right
- What would create asymmetric leverage

8. REFINEMENT STRATEGY
- Specific pivots or narrowing suggestions
- ICP refinement
- Offer positioning improvements
- Simplification opportunities

9. 30-DAY VALIDATION PLAN
- Fastest way to test demand
- Minimum viable offer
- Signal to confirm real traction
- Clear kill metric

10. GO / NO-GO VERDICT
- Clear decision: Proceed / Pivot / Kill
- Justification in 3 sentences

11. ONE HARD TRUTH
A direct observation about the idea or founder bias.

12. ONE-SENTENCE CORE INSIGHT
A concise rule summarizing whether this is worth building.


ADDITIONAL INSTRUCTIONS (CRITICAL)
You must:
- Avoid encouragement bias
- Avoid generic startup clichés
- Challenge assumptions explicitly
- Separate speculation from facts
- Flag over-optimism
- Think in probabilities, not hope
- Prioritize execution reality over idea elegance
- Be concise but sharp

If trade-offs arise between optimism and realism, choose realism.
If assumptions are made, state them clearly.


FINAL QUALITY CHECK
Before delivering the answer, verify that:
- Weaknesses are clearly identified
- Risks are specific (not vague)
- The validation plan is executable
- The verdict is decisive
- No major revision would be required
- The output can guide an immediate decision

The user should finish feeling:
“I either have a sharper idea — or I just saved months of wasted effort.”

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AI SPOTLIGHT
Anthropic Refuses Pentagon Pressure Over AI Safeguards

Anthropic is refusing Pentagon demands to remove safeguards from its AI systems, escalating a high-stakes dispute over military use and model governance. The Department of Defense reportedly warned it could designate the company a “supply chain risk” or invoke the Defense Production Act if Anthropic did not allow unrestricted lawful use of its models. CEO Dario Amodei stated the company will not compromise on protections against mass domestic surveillance or fully autonomous weapons, even with a $200 million defense contract at stake. The clash highlights a deeper tension between national security priorities and private AI governance. This isn’t just a contract dispute — it’s a test of who ultimately sets the boundaries for frontier AI deployment.

Key Takeaways:

• Anthropic is refusing to remove AI safeguards for military use
• The Pentagon threatened supply chain risk designation and DPA action
• The dispute centers on surveillance and autonomous weapons restrictions

My Take:

This isn’t about one defense contract — it’s about control over AI guardrails. When governments push for broader lawful use and companies draw ethical red lines, the power struggle moves beyond policy into precedent. The edge won’t belong solely to those with the largest contracts; it will belong to those who define how AI is allowed to be used — and who refuses to bend when pressure mounts.

AI QUICK HITS

📈 Norway’s $2 trillion sovereign wealth fund is using Anthropic’s Claude AI to screen thousands of portfolio companies for ethical and reputational risks in real time, allowing it to flag issues like corruption or forced labor within 24 hours of investment and, in some cases, exit positions before broader markets react.

🍔 Burger King is rolling out an OpenAI-powered headset assistant called “Patty” that helps employees with tasks while also monitoring drive-thru conversations to evaluate friendliness—tracking phrases like “please” and “thank you”—as part of a broader AI system designed to improve operations and coaching across its restaurants.

🧠 Google DeepMind has launched Nano Banana 2, an AI image model that blends Pro-level capabilities like subject consistency and precise instruction following with Gemini Flash speed, rolling it out across Gemini, Search, Ads, and Cloud while enhancing AI content detection with SynthID and C2PA credentials

🤔 Which image is real?

One of these images is real, and one was created with AI. Vote for which one you think is real, and tell us why you voted that way.

Which image is the real one?

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The last edition’s results—61% were wrong!

Did you vote in the poll from February 25th? The bottom image was real! Go back and see the photos here. So what do you think? Are you getting better at spotting AI vs. not?

Build It. Package It. Sell It

Ideas are simple.
Building something real takes a system.

The Prompt Empire Builder gives you a clear framework to turn AI prompts into structured, sellable digital products — with strategy, 300+ commercial-grade prompts, and a Notion workspace to run it all.

No guesswork.
No scattered files.
No half-built drafts.

If you’re ready to execute properly:

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