BidPilot AI Suite

My First Real Wall

By Joey Bess··3 min read·
Wall

The first version of this idea was called BidPilot AI Suite.

That sounds much more polished than it was.

In reality, it was an early attempt at building a construction bidding tool with AI. I was only about 18 messages into the project before I ran into the first wall that made me stop and rethink the whole thing.

At the start, it felt like things were moving fast.

I had the beginnings of a two-step AI Quote Builder. It could create versions of a quote, build a bill of materials, and even export a PDF. That was exciting because a PDF feels like something real. You can see it. You can send it. You can imagine someone actually using it.

Then there was a proposal writer layer. The idea was that the AI could help write a cover letter and a scope narrative. In plain English, it could help explain what was included in the bid and make it sound more professional than my rough notes.

So far, so good.

Then I started working on what I thought would be the magic part: live pricing.

In my head, this was the feature that would make the whole thing feel powerful. Materials, freight, catalog items, maybe even current steel pricing. I pictured the system pulling in prices and helping a contractor build a smarter bid without chasing down numbers all day.

That was the dream, anyway.

So I asked the AI a simple question: is it realistic to get supplier API feeds?

An API is basically a way for one computer system to talk to another one. So in my mind, if suppliers had pricing, maybe my little app could connect to it and pull the numbers in.

This is where the wall showed up.

The AI explained that live steel mill pricing APIs basically were not sitting out there waiting for me. Pricing is relationship-based. It depends on suppliers, accounts, regions, timing, freight, availability, and probably a dozen other things I do not fully understand.

In other words, the numbers I wanted were not just a neat little data stream I could plug into the app.

And worse, the price book I had in the system was just placeholder seed data. Sample numbers. Not real market pricing.

That one stung.

Because up to that point, I had been feeling like AI could help me skip over the parts I did not know. I do not mean that in a lazy way. I mean I truly thought, maybe this tool can fill in enough blanks for me to keep going.

But this was not a screen design problem. It was not a button problem. It was not even really an AI problem.

It was a reality problem.

The app could generate a quote. It could format a proposal. It could produce something that looked useful. But if the pricing underneath it was not real, then the whole thing was sitting on sand.

That was the first time I felt the automation ceiling.

By that I mean I found the point where the AI could help me build the shape of the thing, but it could not magically give me access to relationships, supplier agreements, or live market data.

I remember feeling a mix of embarrassment and relief. Embarrassment because I had gotten excited about something before fully understanding the hard part. Relief because at least I found out early.

Only 18 messages in, I realized this version was probably not the right path.

So I restarted. That earlier attempt got abandoned, and the idea eventually became MyBidPilot.us.

I do not see that as wasted time now. At the moment, it felt like hitting a wall. Looking back, it was more like the wall telling me where the real door was not.

Small takeaway: AI can help you build faster, but it cannot remove the need to understand what is real.