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Chapter 2 of LiftKit

Startup Market Research: Validate Before You Build with ChatGPT

Most people skip this part—because it’s the hardest to face.
This chapter gives you a system to do startup market research using ChatGPT. It replaces vague gut feel with data, demand signals, CAC estimates, and competitor scans—so you don’t waste time building into a dead zone.

If your market is too small, too saturated, or just misaligned with how people buy—you’re not just wasting effort, you're compounding it.

What You’ll Learn

  • How to validate your market before spending a cent

  • How to model TAM, CAC, saturation, and competitor benchmarks

  • Why most founders skip this step—and how that kills momentum later

  • How to run startup market research using ChatGPT

  • How to use the Market Reality Evaluator prompt for a cold, structured, Go/No-Go read

Chapter Content

Strip away emotional attachment. If the market sucks, walk away. This chapter builds a data-informed checkpoint that evaluates if it’s worth committing resources before building anything else.

Most people skip this part—because it’s the hardest to face.

But the truth is simple: if your market is too small, too saturated, or fundamentally misaligned with how people buy—you’re not just wasting time, you’re compounding it.

This chapter doesn’t ask how excited you are. It asks:
– Is this market winnable?
– Is there room to grow?
– Can you afford to acquire customers here and still profit?

You’ll feed GPT everything you know—and it’ll give you a cold, structured, external diagnosis in return.

This is your stop/go moment. Build here only if it’s worth building in. Ensure to add any info you have into the ‘What I know’ section.

Prompt: Market Reality Evaluator

This GPT prompt helps you perform market research as if you were an analyst—not a hopeful founder.

Market Reality Evaluator Prompt Sample:
Evaluate my market and tell me if it’s worth entering…

🔒 To see the full Market Reality Evaluator prompt (it’s 264 words long):
[Unlock the LiftKit System →]

Optional Input for Margin Modelling:

If you know your cost of goods sold (COGS) or operational delivery cost, add it.
ChatGPT can calculate:

  • Your max CAC ceiling

  • Your required profit per lead

  • Your breakeven ROAS for paid traffic

It will give you a clearer picture of how aggressive or viable your funnel can be—especially in competitive categories.

🔎 Cross-Validating the GPT Diagnosis

GPT will give you a solid directional read, but you should still cross-validate.
Here’s how:

1. Search Trends & Volume

2. TAM Estimates

  • Use industry reports from McKinsey, Statista, GrandView Research

  • Find public competitor investor decks (Crunchbase, Pitchbook, public pitch decks)

  • Add those into the Market Reality Evaluator Prompt to further refine the insights

3. Ad Cost Benchmarks

  • Use Facebook Ads Library to view competitor campaigns

  • Use platforms like AdEspresso, RevealBot, or SEMrush for avg CPC by vertical

4. Competitor Validation

  • Run their domains through SimilarWeb

  • Reverse-engineer their traffic sources, ad spend, and funnel structure

5. Manual CLV (Customer Lifetime Value) Models

  • Estimate your own:

    • Pricing tiers

    • Purchase frequency

    • Upsell paths

    • Expected retention

This is the only chapter where you’re not allowed to lie to yourself.
If the data is bad, listen. If it’s decent, keep going.
If it’s strong—you’ve got a green light. Build.

Where This Fits in the System

Chapter 2 is your filter. It makes sure you're not building into noise, fantasy, or marginless red oceans.
It's the checkpoint between idea and system.

Suggested next chapters:
– Chapter 3: Define What You Sell—and Why It Wins
– Chapter 5: Set Price, Profit, and Acquisition Efficiency
– Chapter 15: Paid Media Budget System

Want the Full System?

This is just one chapter from the 26-part LiftKit system.
If this gave you clarity, the rest will save you 100+ hours of false starts.

Unlock LiftKit – $99 one-time
Includes all prompts, frameworks, and structured outputs to replace your agency stack—using just GPT.

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Startup market research is where momentum is made—or lost.
This chapter from LiftKit helps you test your market’s viability with ChatGPT, turning guesses into benchmarks. You'll model CAC, saturation, pricing ceilings, and audience size before you spend a dollar on ads or development. Whether you're a solopreneur, SaaS founder, or digital product builder—this is your Go/No-Go checkpoint.