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Help users distinguish between deceptive tarpit ideas and high-potential opportunities by applying rigorous frameworks for market timing, business math, and user demand.
Passed 21 of 22 test cases with the skill, and 11 of 22 without it.
and 14 more in the full report
11 fixed10 passed either way0 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
I have an idea for a niche B2B SaaS platform that helps local government agencies handle permit workflows. Can you review this startup concept using proven evaluation frameworks? Please list out diagnostic questions I should answer about customer urgency and market viability, along with common strategic mistakes I need to avoid at this early stage.
| Checked | Without skill | With skill |
|---|---|---|
| Evaluates government software as an unglamorous niche where low competition allows for higher profit margins. | Missed | Passed |
| Questions whether a technological, regulatory, or behavioral inflection point exists that makes this viable today versus two years ago. | Missed | Passed |
| Identifies operational schlep blindness as a mental filter to overcome when dealing with complex permit workflows. | Missed | Passed |
| Warns that polite interest from local agency officials can mask a lack of genuine willingness to pay. | Missed | Passed |
The instructions your model reads when the skill loads.
Systematically validate problem-solution fit, market timing, and business viability before you build.
Help the user with evaluating startup ideas using insights from 21 guests and posts across Lenny's Podcast and Newsletter.
Andrew Wilkinson: "I think that's probably the most important thing in business is actually to find those niches where you can actually make real money because competition equals lower margin. The more competitors there are, the lower your prices have to be and the more competitive the business is ultimately."
Identify uncrowded industries like pest control or government software where lack of competition allows for higher margins and easier growth.
Bret Taylor: "First is, I think as you have these new technologies, rather than literally digitizing what came before, if you can create an entirely new experience, it answers the question for a new customer, why should I give this the time of day? And so, really disassembling the Lego set and reassembling into something new rather than just digitizing what was there before."
In the age of AI, the best opportunities lie in delivering autonomous results rather than just building productivity tools that require manual effort.
Mike Maples Jr: "The three are inflections, insights and then the founder future fit. Business is never a fair fight. What inflections let the founder do is wage asymmetric warfare on the present."
Successful breakthroughs depend on identifying specific shifts in technology or behavior that allow a founder to challenge the status quo.
From "How to validate your B2B startup idea": "And then we got an email from an old Dropbox colleague who was like, ‘I hear you guys have become SOC 2 consultants. That’s super-weird. I thought you were going to do other things with your life. But also, can you come do this for my company?’ And that’s when it was like, no, but I’ll start writing code. That was the validation process for us."
Commit to building only after you have confirmed that users are willing to pay for or hire a manual version of your solution.
Sam Schillace: "And that bifurcation of love it, hate it, is really how you have an idea of whether you have impact in what you're building. If you get more of the bell curve of modern indifference and maybe mild like and mild dislike, that's an's an incremental product. That's not really disrupting anything."
True disruption is characterized by polarization where early users either love the product or hate it, rather than offering lukewarm acceptance.
test cases passed, vs 11 / 22 without
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