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Most AI Products Are Just ChatGPT With Extra Steps
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Most AI Products Are Just ChatGPT With Extra Steps

6 min read

I'm about to make some enemies, but here goes:

80% of "AI startups" are just ChatGPT wearing a disguise. 🥸

And honestly? Sometimes that's fine. Sometimes that's actually genius. But let's at least be honest about it.

🎭 The Wrapper Economy

Here's how a surprising number of AI products work:

  1. Developer gets an OpenAI/Anthropic API key
  2. Developer builds a pretty interface around it
  3. Developer adds a logo and a waiting list
  4. Developer raises $10M at a $100M valuation
  5. Developer charges you $20/month for what costs them $0.003 per query

This is called the "wrapper economy" and it's THRIVING.

Did you know? At the peak of AI hype, there were reportedly 100+ YC-backed startups all building wrappers around the same underlying models. Imagine 100 people opening hot dog stands, but they're all buying their hot dogs from the same Costco. And the Costco is inside a guarded compound called Anthropic.

🔍 The Perplexity Question

Let's talk about Perplexity.

It's genuinely useful. I use it. The interface is clean, it cites sources, and it feels more trustworthy than raw ChatGPT.

But what's actually happening?

  1. You ask a question
  2. Perplexity queries various LLMs (they use multiple providers)
  3. It also does web searches
  4. It combines the results nicely
  5. Shows you with citations

The "AI" isn't theirs. They didn't train it. The orchestration and UX is the product.

Is that valuable? Actually, yes. Good UX is hard. Is it "proprietary AI technology"? Come on, now.

🚩 Red Flags: How to Spot a Wrapper

🚩 Flag 1: Founded 6 Months Ago, Claims "Proprietary AI"

Training a real model takes:

  • Years of research
  • Hundreds of millions of dollars
  • Massive compute infrastructure

If a company raised a seed round in March and claims "proprietary AI" by September, they're probably using someone else's model.

🚩 Flag 2: The Output Suspiciously Matches ChatGPT

If it:

  • Sounds like ChatGPT
  • Hallucinates like ChatGPT
  • Says "As an AI language model..." like ChatGPT

It's probably... you know.

🚩 Flag 3: The Magic $20/Month Price Point

This is the sweet spot where API arbitrage becomes profitable. You pay $20. They pay $2-5 in API costs. The margin funds the disco lights and the ping pong table.

🚩 Flag 4: They Won't Explain Their Model

"Our proprietary architecture is confidential."

Translation: "We'd rather not say it's GPT-4 Turbo with a system prompt."

🙌 Why This Isn't (Always) Bad

Look, I'm not here to shame wrapper startups.

Some genuinely add value:

  • Better UX (this is actually hard and important)
  • Domain-specific fine-tuning (if they actually do it)
  • Workflow integration (making AI useful in context)
  • Safe guardrails (for enterprise customers who are scared)

The entire cloud industry is "wrappers." AWS wraps physical servers. Vercel wraps AWS. It's wrappers all the way down.

🎯 The Real AI Companies

If you want to know who's actually building AI:

  • OpenAI, Anthropic, Google, Meta — the model providers
  • Specialized labs — Midjourney (images), ElevenLabs (voice), Runway (video)
  • Companies with unique data — Bloomberg, legal tech with exclusive case law

Everyone else is standing on their shoulders. It's not shameful. It's just... not what the marketing says. You're not "disrupting"; you're decorating.

💡 The Bottom Line

Next time you see "Revolutionary AI Platform," ask yourself:

"Is this a new thing, or is this ChatGPT in a Halloween costume?"

Both can be useful. But only one is honest.

🎃

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