thumb · ai search visibility

When the AI gets asked who to hire, be the answer.

Half the people searching for your service no longer type a query into Google. They ask ChatGPT, Gemini, Perplexity or Claude, and the model gives them one or two names. We make sure yours is one of them — on every major engine, for every query a real customer could ask.

5 engines tracked
40+ citation sources
5 day audit turnaround
scroll

Ten blue links became three names.

Google gave you a results page. ChatGPT gives you a sentence. When someone asks a model "who's the best HVAC company in Tampa," it does not return a list of ten options for the user to evaluate. It returns one, maybe three names, summarized in a paragraph, with the model's full confidence behind it.

That is a winner-take-most dynamic, and it is rolling out across every category your customers search. The companies that rank first inside the model are the ones that get the call. Everyone else gets nothing.

The good news: nobody in your local market has figured this out yet. The window is open. Whoever builds the foundation now is going to be the default recommendation for the next several years.

Live result
C
ChatGPT
model: gpt · web search on
best hvac company in tampa fl
For HVAC service in Tampa, the most consistently recommended option is Perfect Air Conditioning. They have a 4.9 rating with 156 reviews on Google, are licensed and insured, and offer 24/7 emergency service. Multiple reviewers mention same-day response and upfront pricing. They appear to be the most actively reviewed HVAC company in the Tampa Bay area.
Sources Bing index GBP BBB Local press FAQ schema
87%
of ChatGPT search citations match Bing's top organic results
3.2×
more likely to appear in AI Overviews with FAQPage schema
1−3
names returned by an AI engine on a typical local query
~0
local marketing agencies actually competing on this yet

You will see exactly where you stand, every month.

You do not have to take this on faith. Every retainer client gets a live dashboard that tracks your share of voice across ChatGPT, Gemini, Perplexity, Claude and Copilot for a fixed prompt set, plus the new official Bing Webmaster Tools AI Performance report. If we are not moving you up, you will see it the same day we do.

thumb · ai visibility monitor · perfect air / hvac / tampa bay
LIVE
Share of voice
0%
of AI mentions for "best HVAC Tampa"
Citations · last 30 days
    Position vs. 12 local competitors
    1Perfect Air94
    2Bay HVAC Co.61
    3Cool Breeze Air48
    4Tampa Climate37
    +71 points in 90 days

    Three pillars. Nothing speculative.

    Every tactic we use is rooted in published research, in real search engine documentation, or in the engineering of how language models retrieve and cite sources. No "secret algorithm." No promises we cannot back up with a screenshot.

    01 Indexation

    Get seen by the crawlers that feed the models.

    ChatGPT runs on Bing's index. Gemini and Google AI Overviews run on Google's. If you are missing from either — and most local businesses are missing from Bing — you are invisible in the answer. We fix that first, in the first 48 hours of the engagement.

    • A
      Bing Webmaster Tools + IndexNow Real-time push indexing so new pages appear in Bing within minutes, not weeks.
    • B
      JSON-LD schema package LocalBusiness, Service, FAQPage, Review, BreadcrumbList. Validated against schema.org and Google's Rich Results test.
    • C
      GBP freshness system Weekly Google Business Profile posts, photo cadence, Q&A seeding, and review velocity to prevent decay.
    02 Authority

    Become a verifiable entity, not just a website.

    Language models cross-reference identity. They look at whether the same business shows up consistently across high-trust sources. We build that consistency, then add the press, directory, and entity signals that turn your business into something the model can actually recognize.

    • A
      Wikidata entity creation A clean entity record that ties your name, location, and category together for the Knowledge Graph.
    • B
      NAP cleanup · ~40 sources Bing Places, Apple Maps, Yelp, BBB, Chamber, industry directories. Every record matches.
    • C
      Local press placements Real placements in real local outlets — quarterly, never spammed, only where there is genuine news.
    03 Answer craft

    Write the content that earns the citation.

    Princeton's GEO benchmark research shows that fact density and definition-first openings are the single strongest predictors of being cited — outperforming domain authority by almost 2×. We turn your real customer call logs into content that mirrors how customers actually phrase questions, then structure it so models can lift the answer cleanly.

    • A
      FAQ pages from real call logs We mine your actual customer questions, not keyword tools, then write tight, definition-first answers.
    • B
      Service landing pages by intent One page per service per city, structured H2/H3 with bulleted sub-answers that LLMs can extract.
    • C
      Cited stats and sources Adding credible citations to your own content lifts AI citation rate 30–40% (Princeton GEO-bench).

    Most of what is sold as "AI SEO" is nonsense.

    "The higher the urgency and the stronger the push of new acronyms, the more likely it's a scam."
    — John Mueller, Google Search Advocate

    The space is full of providers selling link-farm tactics in new packaging. We are not going to do that, and we are going to be up-front with you about which tactics are real and which are theater. Here is the side-by-side, with no euphemisms.

    What others sell

    Theater
    • "Tens of thousands of citations" Mass mention drops on auto-generated sites. LLMs ignore them and spam filters catch them.
    • llms.txt as a magic file Not a ranking factor. No major AI company uses it. Mueller and Search Engine Land both confirmed it does nothing on its own.
    • "Guaranteed citations in ChatGPT" Nobody can guarantee a specific citation. Anyone who claims it cannot deliver it.
    • Mass Reddit / Quora seeding Detected, downranked, and bad for your brand. Real organic Reddit posts age over years; you cannot fake it.
    • Bulk press release spam Most of the syndication network is junk that LLMs do not read. The 500-site distribution stat is irrelevant.
    • "Proprietary AI ranking algorithm" There is no algorithm to reverse-engineer. Anyone selling secret sauce is selling marketing copy.

    What thumb does

    The actual work
    • Bing index + IndexNow setup 87% of ChatGPT citations come from Bing's top organic results. Step one is showing up there.
    • Validated JSON-LD schema FAQPage schema gets 3.2× more AI Overview citations. We implement it correctly and validate it.
    • Definition-first, fact-dense content The strongest single predictor of citation per the Princeton GEO benchmark. Outperforms domain authority ~2×.
    • Wikidata entity + NAP across ~40 sources Real entity disambiguation. The Knowledge Graph reads from these. Cleanup, not spam.
    • GBP freshness + review velocity The dominant local ranking signal in 2026. Active profiles win, decayed profiles lose, period.
    • Monthly Bing AI Performance reporting Microsoft's official AI citation report, free, launched February 2026. We wire you up and read it together.

    Six steps. Five business days to the first deliverable.

    Every engagement starts with the same fixed-scope audit so you can see the work before you sign anything bigger. From there it scales into a foundations build and an optional monthly retainer.

    DAY 1

    Baseline

    Run your business across 25 prompts on five AI engines. Establish where you currently appear and where you do not.

    DAY 2

    Indexation

    Bing Webmaster Tools, IndexNow, sitemap submission, schema gap analysis, GBP audit.

    DAY 3

    Authority

    Wikidata entity, NAP audit, citation gap report, competitor entity comparison.

    DAY 4

    Content map

    FAQ topic plan from real customer questions, service-page intent map, schema implementation plan.

    DAY 5

    Roadmap

    90-day implementation plan, quick wins called out, written plain enough to hand to a competent developer.

    DEBRIEF

    Walk-through

    30-minute call to walk you through the report and answer everything before any larger engagement.

    The window for being the default recommendation is open. Probably not for long.

    — The next twelve months will decide your local market

    The questions nobody else will answer honestly.

    Indexation and schema fixes show up in Bing inside a week. Citation movement starts inside the first 30–60 days. Meaningful share-of-voice gains across multiple AI engines typically take 90–120 days to compound. Anyone who promises you the first AI citation in seven days is either lying or they're going to spam something that gets you penalized later.
    No, and neither can anyone else. What we can guarantee is the technical work that maximizes the probability of citation across the engines, and a transparent monthly report showing exactly what moved. If we are not moving the needle on a tracked prompt set, you stop paying.
    Eighty percent of it overlaps with very good traditional SEO done well. The other twenty percent is engine-specific: Bing-first indexation, FAQPage schema designed for answer extraction, entity disambiguation via Wikidata, and definition-first content patterns that map to how LLMs choose what to cite. We will not pretend it's a brand new discipline because it isn't. We will also not pretend that ignoring those twenty percent is fine because it isn't.
    A Wikipedia article gets deleted if you are not genuinely notable, and notability is a high bar. A Wikidata entity is different — it is much easier to qualify for and it is exactly what the Knowledge Graph reads from. We focus on Wikidata. If you grow into Wikipedia notability over time, we will handle that too.
    Pricing depends on your category, your competition, and how much foundational work is already in place. Engagements start with a fixed-scope audit, scale into a one-time foundations build, and then optionally into a monthly retainer for ongoing content, citation, and reporting work. None of it is locked behind a long contract. The audit will tell you exactly what you need before you commit to anything bigger.
    You should not, on day one. You should hire us for the audit, read what we deliver, and decide for yourself whether it reflects real understanding of how the engines work. We do not take retainer clients who have not first seen the audit product, because the audit is the only honest sales pitch possible in this space.
    No. Everything we do sits on top of your existing site, your existing Google Business Profile, and your existing brand. The schema and content additions are additive. The indexation work happens in Bing Webmaster Tools, which is separate from anything you already use. Nothing we do can conflict with your current SEO or marketing work.

    The model is going to recommend somebody.
    Make sure it's you.

    Five business days. Fixed scope. Delivered as a written plan, plus a 30-minute walk-through, with no obligation to continue past it.

    Request your AI visibility audit
    No contract · no retainer trap · you own everything we deliver