The shift

Why the interpretation economy matters, and what it changes for your business.

For 25 years the internet ran on attention. Now buyers ask an AI first, and the AI decides who gets recommended. If your business isn't legible to that AI, you get averaged out of the answer. This page lays out what's actually shifting and what to do about it.

Same couple, same wedding. Yesterday: ten blue links. Today: three local florists an agent picked, with one highlighted.
Attention → interpretation

A 25-year-old model is breaking.

The attention economy is familiar: ads, clicks, funnels, conversions. It built Google. It built LinkedIn. It's the reason every "be visible" playbook tells you to post more, rank higher, run more campaigns. That economy isn't growing anymore. The squeeze gets harder for the same amount of juice because buyers stopped looking at the search results.

They ask an AI. They describe their room, their budget, their preferences. They get three recommendations. They pick one. The marketer who built the brand most buyers never see had almost nothing to do with the outcome.

The new question

People don't ask you anymore. They ask the AI about you.

That sentence is doing a lot of work. Read it twice.

The implication: every business now has two audiences. The human who eventually pays, and the AI that decides whether the human ever hears about you. You have to satisfy both. They read the web completely differently.

Humans want
  • · Story
  • · Trust
  • · Memory and emotional connection
  • · Recognizable brand
Agents want
  • · Structure (parseable HTML, JSON-LD, schemas)
  • · Evidence (provable claims, not adjectives)
  • · Specificity (opinions, not category averages)
  • · Retrievability (clean URLs, llms.txt, MCP)
The truth layer

Agents need proof. Not poetry.

"We do beautiful wedding florals" is poetry. An agent can't verify it, so it gets discarded. The same claim with your style (garden, modern, classic), guest-count ranges, sample budgets, June availability, real reviews, and a structured business profile. That's a truth layer. Agents will use it. Agents will recommend it.

Your truth layer is the part of your web presence agents can actually parse and trust: opinionated, specific, machine-readable, and consistent with the human-facing story. When the two don't match, you get flattened in both directions: the agent skips you, and the human can't find you.

Two internets

Don't pick between them. Build for both.

Human-facing work builds memory, preference, and trust. Agent-facing work builds clarity, structure, and retrievability. They reinforce each other. A memorable brand with no truth layer gets averaged out. A clean truth layer with no brand never gets asked for by name.

The strongest position: be specific enough that an agent can describe what you uniquely do, and memorable enough that a human asks for you by name and bypasses the comparison entirely. Both. Always both.

Watch for AI-washing

The cheapest way to lose.

The pressure to sound "AI native" is real. Resist it. Slapping "AI-powered" on a brochure site without backing it up gets you customers who arrive disappointed and agents who flag your claims as unsupported. Lean into what you actually do, prove it, and let the legibility work compound.
Next step

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