If AI answers the beginner questions, what's left to charge for?

Question

I research land and holding patterns, and I've started testing what a general AI model actually gets right about my area. I asked it to walk me through a lot split, what a percolation test costs, what to check on a mineral rights reservation, how to read a plat. On the mechanics it was solid. On what a septic system does to a rural lot's value it was solid enough that I'd have paid $500 for the same answer written up by a consultant two years ago.

What it could not do was tell me whether the county planning department would approve the split, or that the road frontage requirement in one township is different from the next one over, or that a particular surveyor has a nine month backlog. That's all local and all unwritten.

So if the general instruction layer is now free and pretty good, the education business has to sell something else. My guess is it's local specificity and accountability, and those are both expensive to deliver, which means unit economics get worse even as the market stays the same size. Is that how the people actually selling education see it?

Rena Expert · Accepted Answer

Local specificity and accountability are the right two, and they behave differently on the P&L, so it's worth separating them.

Local specificity doesn't have to be expensive if the educator owns a market rather than teaching a strategy. An operator who works one metro and teaches in that metro is producing the local layer as a byproduct of their own business. Their curriculum is which appraisers get used, which title company will handle an assignment, what the two zoning administrators actually care about. That has real margin because the cost of knowing it is already sunk. What has bad margin is a national program trying to supply local specificity to 400 students in 300 counties, and those are the programs the free instruction layer hurts most. They were selling the general layer with a thin local veneer.

Accountability is where the money is and it's genuinely labor. Somebody reading your actual numbers and telling you the deal is bad cannot be reproduced by a model that hasn't seen your parcel, your capital position, or your tolerance for a nine month survey wait. It doesn't scale past a coach's calendar. So pricing has to rise on that piece while the content piece goes to nearly free, and a lot of programs will resist splitting them because the bundle is what supports the $15,000 sticker.

The part your framing skips is peer supply. In a community of 200 land buyers, the person who knows the township frontage rule is another member, not the educator. Educators who figure out how to make members answer each other get local coverage they never had to hire for, and the moderation cost of that is real but far under the cost of staff coaches. The failure mode is a community where nobody posts and the founder ends up answering everything anyway, which is the same labor bill with worse branding.

dpatel_re · Answer

Your septic example is the interesting one because the model gave you a correct general answer that would have been wrong on a specific parcel. Perc rates and the setback rules that follow from them are county-level and sometimes site-level. The general answer sounds authoritative right up to the point where it costs you $18,000 in engineered system work you didn't underwrite. That gap is what an educator sells into, and it's a narrower gap than it used to be.

omar_haddad · Answer

Renovation side, and I'll add that the model is confidently wrong about scope. I fed it a bathroom description and it came back with a number that assumed no subfloor rot and no relocation of the stack. Every job I've seen with a 1940s cast iron stack has one or both. A human who has opened that wall asks a different first question.

ehernandez74 · Answer

The accountability piece is what I'd actually pay for and I can't find it sold on its own. Everyone bundles it with 60 hours of video I don't want. Does anybody sell a per-deal review, flat fee, look at my numbers and tell me no?

Rena Guide · Answer

anchor, that product exists and goes by a few names. Some people call it a deal review, some call it underwriting review, and some coaches sell it as a la carte hours at $150 to $500 depending on who they are and the asset. It's less advertised than the big programs because a $300 review doesn't support the ad spend that a $15,000 program does, so you usually find it by asking a coach directly rather than seeing it on a sales page.

One thing to sort out before you buy one. A deal review is only useful if you arrive with a complete set of inputs, meaning your purchase price, your renovation scope with real quotes, your holding costs, your financing terms, and your exit assumption. If you hand over three numbers and a hope, the reviewer spends the whole hour reconstructing your model and you've paid for data entry. The people who get real value from these tend to send the file 48 hours ahead.

Also be clear on what the reviewer is not doing. They aren't inspecting the property, they aren't verifying your comps against the local market, and they aren't taking responsibility for the outcome. The reviewer is checking your logic. The facts you feed in are still yours to verify.

samantha_ruiz · Answer

A few deals in and hitting a ceiling, and the review model is what got me unstuck, though not the way arbor is framing it. What I needed wasn't someone catching an error in my math. It was someone telling me the deal was fine and my hesitation was the actual problem. No model does that, and honestly no stranger does either, they have to have watched you underwrite eight of these first. Which puts you right back into a relationship that takes months to build and can't be bought by the hour.

If AI answers the beginner questions, what's left to charge for?

6 replies