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Prompt reconstruction

Source-backed creator statements and evidence excerpts related to Prompt reconstruction.

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What does Prompt reconstruction mean in this evidence set?

Source-backed creator statements and evidence excerpts related to Prompt reconstruction.

What do creators repeatedly say about Prompt reconstruction?

Recreating the customer's ChatGPT prompt can help identify why a brand was recommended and which sources influenced the answer.

What should an SEO or AI visibility operator inspect first?

Recreating the customer's ChatGPT prompt can help identify why a brand was recommended and which sources influenced the answer.

How strong is the public evidence?

This topic currently has 1 source records, 1 public insight cards, and 1 creators in the public Base2026 export.

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Public Insight Cards

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Recreating the customer's ChatGPT prompt can help identify why a brand was recommended and which sources influenced the answer.

@tjrobertson52 ยท asserts

In the last week, I've had several clients tell me that they got their first customer from ChatGPT and it's always so fun when that happens. Most of the clients I work with make a thousands of dollars for every customer they get so it's a big deal. But honestly, in most cases, it's probably not the first customer they got from ChatGPT...

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Related Source Records

My clients are getting customers from ChatGPT and we're reverse-engineering why ๐Ÿ” Only 2%...

@tjrobertson52 ยท 2025-10-27

In the last week, I've had several clients tell me that they got their first customer from ChatGPT and it's always so fun when that happens. Most of the clients I work with make a thousands of dollars for every customer they get so it's a big deal. But honestly, in most cases, it's probably not the first customer they got from ChatGPT...

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Evidence Passages

Short public snippets grouped with their source record, creator, and date.

In the last week, I've had several clients tell me that they got their first customer from ChatGPT and it's always so fun when that happens. Most of the clients I work with make a thousands of dollars for every customer they get so it's a big deal.

But honestly, in most cases, it's probably not the first customer they got from ChatGPT. It's just the first customer that told them they found them on ChatGPT.

And when the customer is willing to tell them what they type in the ChatGPT, the most fun part is to go back and recreate that prompt to try to figure out why ChatGPT recommended them. And it's usually some little thing we did some change we made to their website or some LinkedIn post or some listicle we got them included in.

That's what's so fun about this moment right now is we're just kind of figuring it out as we go tracking the sources that these large language models use to recommend our clients and their competitors and then figuring out how we can become the recommendation...

stment in AEO, but I would guess it's something like 2%. There's really not a lot of direct competition right now but I think it's safe to say that in the next few years that's gonna change very quickly.

So I can completely understand why someone might want to wait until more people are using large language models to find businesses or wait until best practices have emerged. Just know that that's what all your competitors are waiting for too.

I wouldn't be surprised if that 2% grew to 50% within the next few years. Now just to make sure I'm not misleading anyone, how much you invest in AEO is not the only factor and not really even the main factor in determining how often you're recommended by large language models at least right now the main factor seems to be how well known you are in your industry, how much are people talking about you online?

How much content is there about you? And so a big part of what we do For our clients is helping them create that content and start those conversations...