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Generative engine optimization

Generative engine optimization (GEO) services.

Generative engine optimization is the work of making a business easy for ChatGPT, Perplexity, Claude and Google's AI features to find, read, verify and name. NovaSapien Labs does it for owner-led businesses on Colorado's Front Range, working from our own research on 70 local businesses. It is not a trick and not a replacement for SEO: Google describes optimizing for its AI features as still SEO, and most of the work is the evidence that makes a business credible to a person, stated where a machine can read it.

How GEO relates to SEO

The inputs overlap almost entirely. A page an engine cannot crawl or index loses in both, and Google says a page needs to be indexed and eligible to show a snippet to appear in AI Overviews or AI Mode, with no additional technical requirements. ChatGPT, Perplexity and Claude run their own search crawlers, but none of them can recommend what it cannot fetch or reconcile.

What differs is the finish. A search result is a ranked link; an answer is a sentence that names a business. So the facts about you have to be specific, consistent and corroborated enough to repeat, and the content has to say things a competitor could not. The complete GEO guide covers the difference in depth.

What the work covers, in order

Each step depends on the one before it. Nothing later rescues a failure earlier.

  1. Nothing blocking the engines

    robots.txt, CDN bot rules and noindex or nosnippet tags checked against the crawlers behind each answer: Googlebot for Google's AI Overviews and AI Mode, OAI-SearchBot for ChatGPT search, Claude-SearchBot and PerplexityBot. And the Search Console setting for Google's generative AI features left on its default, which includes your site. These failures are cheap to check and absolute when they happen.

  2. Facts that agree everywhere

    Name, address, phone, hours, categories and services reading the same on your site, your Google Business Profile and every listing that describes you. For a business that competes in a place, this is the local AI search work, and it usually comes first.

  3. Corroboration where the engines look

    Reviews earned within each platform's rules, on the platforms your customers read. Mentions from sources with no reason to flatter you: local press, professional associations, chambers, curated local lists. Never bought, because a bought mention is a liability the day it is noticed.

  4. Core pages that state what a recommendation needs

    One page per core service, in the words customers use: where you work, who it is for, how pricing works, and the questions customers ask as headings. Structured data that mirrors the visible facts, using the most specific business type and linking your real profiles.

  5. Content only you can publish

    This is where content marketing lives now: fewer pieces, each built on first-hand facts — real price ranges, what a first appointment involves, what you know about your area that nobody has written down. Not a page for every phrasing of a question, which Google treats as scaled content abuse when it is done mainly to manipulate rankings or AI answers.

  6. Measured every month

    The free scan before and after, and a dated log of the questions your customers ask — run in fresh sessions across ChatGPT, Perplexity and Google, and repeated monthly. Answers vary between people and between days, so we report a repeated sample: whether you were named, how you were described, and who was named instead.

What we skip, and why

TacticWhat the evidence says
An llms.txt file as a visibility leverGoogle says its Search ignores the file. Keeping one does no harm there
FAQ markup for rich resultsGoogle stopped showing FAQ rich results for all sites on May 7, 2026
Special “AI schema”Google says no special schema.org markup is needed for its AI features
Chunking or rewriting pages for AIGoogle says neither is required
Buying or seeding mentionsGoogle says inauthentic mentions are not as helpful as they might seem
Tools that promise AI rankingsGoogle says no third-party tool has access to its ranking or AI systems

Those are Google's statements about Google. Other engines publish less, so we treat them as the best public evidence rather than universal law.

The evidence we work from

The Front Range AI Visibility Index

70 owner-led businesses, seven batches, five verticals, with the prompts, the tiers and the limits published. 33 of the 66 we could sell to graded weak. Its biggest limit is stated on the page: the scans recorded which businesses were named, not which sources the engines cited. Read the Index.

One engagement shown in full

Wild Sky Paragliding is run by our own founder, so it is not an independent reference and we say so first. What it allows is detail: what was broken, what changed, what is verifiable on the live site, and what we have not measured. Read the case study.

A published rubric

The free scan's 26 scored checks, their weights, and what the scan cannot see — including that it queries no answer engine. How the scan scores a site.

Where we work

In person across Boulder County and Broomfield. Denver north and northwest, Longmont, Fort Collins and Golden are regular drives, and each city page says what our research did and did not cover there: Boulder, Denver, Longmont, Fort Collins, Golden. For law firms, see AI search for Colorado law firms.

How it starts

A free scan and a conversation. The scan reads your site the way an answer engine's crawler does and shows what it could not find or verify; it does not query ChatGPT, Perplexity or Google. Then we sit down with you, in person where we can, and say which gaps are worth fixing and what that would cost — or that they are not.

Questions

Is GEO replacing SEO?

No. Google describes optimizing for its AI features as still SEO, and AI Overviews and AI Mode are built from Google's Search index. Other engines run their own crawlers — OAI-SearchBot for ChatGPT search, PerplexityBot, Claude-SearchBot — but a page none of them can fetch, index or reconcile is not one they can recommend.

Can you guarantee ChatGPT or Google will recommend us?

No, and we would be wary of anyone who does. No answer engine publishes how it chooses, and Google says no third-party tool has access to its ranking or AI systems. What we can do is fix what stops an engine from finding, reading or trusting your business, and measure what changes with a repeated, dated sample.

How do you measure GEO when the answers keep changing?

With a fixed set of the questions your customers actually ask, run in fresh sessions on each engine, dated, and repeated monthly. We record whether you were named, how you were described and who was named instead, and we report the pattern across runs rather than a single screenshot.

Do we need an llms.txt file?

Not for Google, which says its Search ignores the file. Keeping one does no harm, and we will not sell it to you as a lever.

What does it cost?

We quote after the free scan and a conversation, once we know which gaps are worth fixing for your business. If none of them are, we will say so.

Sources

Who you'll be working with

Real people, based in Boulder.

No account managers and no hand-off after the sale. The people below are the ones who read your scan, sit down with you and do the work.

Based in Boulder, Colorado — we work the Front Range in person.