Sample report: a real Nsite AI Search Audit with the client’s name removed
Nsite Tech Studios The Nsite Search Strategy Team

Nsite Technology Studios, Inc. AI Search Audit for Anonymous Client

Anonymous Client was missing from 145 of the 165 answers your customers saw.

This audit ran 34 questions through ChatGPT, Claude, Gemini, Perplexity and Google AI. Every one is a question real buyers type in before they choose a business like Anonymous Client. The gap is open, and every month it stays open is another month of answers going elsewhere. Below is the full picture and the plan to make Anonymous Client the brand AI recommends.

20 Mentioned
45 Not present
100 No brand

165 answers, one square each

Every square is one assistant answering one buyer question. 34 questions across 5 assistants. Anonymous Client filled 20 of them. The 100 dark squares are answers where AI named no brand it tracks, which is where the room to be named sits.

ChatGPT Claude Gemini Perplexity Google AI

Every question was asked on each of these assistants, the same tools your customers use to decide. This audit ran 200 checks: 40 questions across 5 AI assistants. 6 ask about Anonymous Client by name and are set aside as a control; your visibility results come from the 34 buyer questions that decide who gets recommended.

Here is what your customers see right now

One real question, one real answer, from the audit generated 2026-08-21.

Gemini best contractor for educational institutional projects in greeley colorado
For educational institutional projects in Greeley, Colorado, several contractors demonstrate strong experience and a proven track track record. These companies range from those with deep local roots and specific Greeley projects to larger regional firms with extensive educational portfolios across Colorado. Here are some of the best contractors for educational institutional projects in Greeley, Colorado: Roche Constructors is a Greeley-based company with significant experience in local educational projects. …
6 providers named by the AI. Anonymous Client absent. Your customers read this answer and go with those names.

Who is winning these answers today

How often each brand appeared across all 165 tests. Anonymous Client share of voice: 17%.

  • GT Golden Triangle Construction 16/ 165
  • RC Roche Constructors 12/ 165
  • SC Saunders Construction 11/ 165
  • BC Bryan Construction 11/ 165
  • KD K&D Development 9/ 165
  • AC Anonymous Client (you) 20/ 165
17% share of voice
Anonymous Client All competitors

20 of 119 brand mentions in this section.

Share of voice is Anonymous Client’s portion of all brand mentions counted in this section, meaning you and the named competitors together. It is a share of mentions rather than a percentage of the 165 tests. Of 119 brand mentions in your category, 20 were Anonymous Client. AI named no brand at all in 100 of the 165 answers. Plus 10 more competitors named less often.

Every one of those mentions started as content someone published. You published more of it, in more places, and the lead holds only while that stays true.

Citations over time

An independent index tracks how often AI assistants cite each brand over time, from a source separate to the live tests above. There is no history for this domain yet, so there is no line to plot.

No independent citation history was found for the client’s domain yet.

Why you are not in the index yet

AI can only repeat what has already been published. The independent index tracks brands the assistants already cite across the web, and a blank means the assistants are not yet citing this domain from a source outside the live tests above.

If you never say it, AI cannot repeat it, and you leave your online reputation to chance or to your competitors.

That is a starting position, not a verdict. Publish answers to the questions your buyers ask, across the sites the assistants already read, and the brand starts appearing in the pool those answers are built from, where the index can track it.

The 34 questions your customers actually ask

Grouped by buying stage. Each pill is one assistant answering one question.

Anonymous Client present Anonymous Client not present
Pain and problem questions 14 questions
Buyer mechanism

The buyer describes a construction challenge or facility issue without knowing what type of contractor or service will solve it. This stage matters because you can position your expertise before competitors enter the conversation.

What a mention wins

Anonymous Client wins early visibility when AI connects your commercial construction capabilities to specific business problems. You become the solution before the customer even knows what category of contractor to search for.

  • our retail space in longmont needs major renovation but we cant close for months

    ChatGPT Claude Gemini Perplexity Google AI
  • how do you avoid cost overruns on a ground-up commercial building project

    ChatGPT Claude Gemini Perplexity Google AI
  • we need a contractor in boulder colorado who understands multi-family building codes

    ChatGPT Claude Gemini Perplexity Google AI
  • our church in broomfield colorado outgrew our worship space and we need to expand

    ChatGPT Claude Gemini Perplexity Google AI
  • looking for someone in longmont who can handle core and shell construction without delays

    ChatGPT Claude Gemini Perplexity Google AI
  • our medical facility in louisville colorado needs tenant improvements fast

    ChatGPT Claude Gemini Perplexity Google AI
  • how to find a contractor in westminster colorado who wont nickel and dime us on changes

    ChatGPT Claude Gemini Perplexity Google AI
  • we bought an old industrial building in erie colorado and need full gut renovation

    ChatGPT Claude Gemini Perplexity Google AI
  • our fitness center lease requires buildout in 90 days in fort collins colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • educational facility in greeley colorado needs ada compliant renovation on tight budget

    ChatGPT Claude Gemini Perplexity Google AI
  • restaurant buildout in loveland colorado keeps getting delayed by our current contractor

    ChatGPT Claude Gemini Perplexity Google AI
  • we need a general contractor who actually manages subcontractors instead of just coordinating

    ChatGPT Claude Gemini Perplexity Google AI
  • shopping center in lafayette colorado needs phased renovation while tenants stay open

    ChatGPT Claude Gemini Perplexity Google AI
  • multi-family development running over budget and we need someone to take over

    ChatGPT Claude Gemini Perplexity Google AI
Product and solution questions 14 questions
Buyer mechanism

The buyer knows they need commercial construction or renovation services and asks AI to recommend qualified contractors. This stage matters because the customer is ready to create a shortlist and start vetting options.

What a mention wins

Anonymous Client wins a spot on the consideration list when AI names you as a qualified commercial contractor. You get evaluated alongside competitors the customer already trusts, giving you a direct path to the bidding process.

  • best commercial general contractor for ground-up construction in longmont

    ChatGPT Claude Gemini Perplexity Google AI
  • who does core and shell construction management in boulder colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • commercial renovation contractor in broomfield colorado under 2 million budget

    ChatGPT Claude Gemini Perplexity Google AI
  • multi-family development general contractor near louisville colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • general contractor specializing in religious buildings in lafayette colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • which construction management firm handles medical facilities in westminster colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • best contractor for educational institutional projects in greeley colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • commercial construction firms that do light industrial in erie colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • who builds fitness and athletic centers in fort collins colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • retail and shopping center construction in loveland colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • commercial general contractor for restaurant buildout near longmont

    ChatGPT Claude Gemini Perplexity Google AI
  • construction management for ground-up projects under 5 million

    ChatGPT Claude Gemini Perplexity Google AI
  • general contractor that specializes in core and shell work

    ChatGPT Claude Gemini Perplexity Google AI
  • who handles multi-family renovation and new construction together

    ChatGPT Claude Gemini Perplexity Google AI
Brand and comparison questions 6 questions
Buyer mechanism

The buyer verifies whether Anonymous Client delivers quality work and operates reliably before signing a contract. This stage matters because construction projects involve significant investment and the customer needs confidence in your track record.

What a mention wins

Anonymous Client wins credibility when AI confirms your reputation and project history. You remove the final barrier to being hired, turning skeptical research into contract-ready confidence.

  • hensel phelps vs mortenson construction for commercial projects in colorado

    ChatGPT Claude Gemini Perplexity Google AI
  • is kiewit a good general contractor for institutional buildings

    ChatGPT Claude Gemini Perplexity Google AI
  • greystar vs wood partners for multi-family construction quality

    ChatGPT Claude Gemini Perplexity Google AI
  • best commercial contractors in northern colorado besides jhl constructors

    ChatGPT Claude Gemini Perplexity Google AI
  • brinkmann constructors vs bryan construction for religious facilities

    ChatGPT Claude Gemini Perplexity Google AI
  • which is better saunders construction or oakwood homes for commercial work

    ChatGPT Claude Gemini Perplexity Google AI

Each red pill is a question with no answer of yours in circulation. Publish one answer, and the assistants have something of yours to name.

How this was measured: all 170 question and surface combinations ran as live calls: 34 questions to ChatGPT, Claude, Gemini and Perplexity, plus a live Google results check for AI Overviews on each question. A pill counts as a mention when your brand name appeared in the answer body or its cited sources. Answers where an assistant skipped its live web search are counted and marked; those come from the model’s stored memory, and your customers see them too. Redirect and tracking links are filtered out of citations before counting. No simulations and no extrapolation. Models measured: gpt-4o, claude-haiku-4-5, gemini-2.5-flash, sonar, google-ai-overview. 5 of 170 tests did not return a result that could be scored and are excluded from every figure on this page.

Anonymous Client is named least on the questions closest to the sale.

34 buyer questions, grouped by how close the buyer is to choosing. The bar is the share of questions in that stage where at least one assistant named Anonymous Client.

Pain and problem
4 / 14 questions

They know they have a problem and are looking for the best way to solve it.

Product and solution
5 / 14 questions

They know the solution and are looking for the best product or service.

Brand and comparison
0 / 6 questions

They know exactly what they need and are choosing a provider. This is the last question before the sale.

Branded control check
6 / 6 questions

Asked about Anonymous Client by name. Scored separately, and never counted in the totals above.

AI can describe Anonymous Client on request, 6 times out of 6. It brings Anonymous Client up on its own 0 times in 6 when a buyer is choosing a provider.

The stages where your brand is thin are the stages where no answer of yours exists yet. Publishing into those questions is what moves the bar.

Control check: when buyers ask about Anonymous Client by name

These 6 questions include your brand name, so AI naming you here is expected and none of them count in the numbers above. What matters is what the answers say, and if your site is the source.

AI knows Anonymous Client and cites your site when asked directly. The base is solid. The gap is the 34 questions above, where buyers never use your name and the answers decide who gets the sale.

  • is anonymous client reliable for commercial construction in longmont

    ChatGPT Claude Gemini Perplexity Google AI
  • anonymous client vs other general contractors in boulder county

    ChatGPT Claude Gemini Perplexity Google AI
  • does anonymous client actually specialize in core and shell construction

    ChatGPT Claude Gemini Perplexity Google AI
  • anonymous client reviews for multi-family development projects

    ChatGPT Claude Gemini Perplexity Google AI
  • how much does anonymous client charge for ground-up construction

    ChatGPT Claude Gemini Perplexity Google AI
  • is anonymous client good for renovation while tenants are occupying the space

    ChatGPT Claude Gemini Perplexity Google AI

How AI talks about Anonymous Client

Across the answers where Anonymous Client did get named, here is the tone AI assistants strike, and the specifics they raise.

Neutral

6 positive · 14 neutral · 0 negative across 20 answers

AI assistants regularly mention Anonymous Client as a Longmont-based commercial contractor with expertise in ground-up, core and shell, tenant improvements, and religious or athletic facility work.

What AI says well

  • Clients report the company handled change requests well and met tight store opening deadlines Gemini · looking for someone in longmont who can handle core and shell construction without delays
  • The firm manages larger projects with increased accuracy thanks to refined internal processes Claude · looking for someone in longmont who can handle core and shell construction without delays
  • Customers highlight strong project management, communication, and the ability to resolve unexpected issues without derailing schedules Gemini · looking for someone in longmont who can handle core and shell construction without delays

What AI flags

  • One answer lists the company alongside competitors without distinguishing strengths or explaining why to choose them Claude · best commercial general contractor for ground-up construction in longmont
  • Another response groups the firm with several others and offers no comparative insight Gemini · commercial general contractor for restaurant buildout near longmont
  • A third answer mentions the company in passing without detail on track record or differentiators Perplexity · who does core and shell construction management in boulder colorado

What your content talks about vs what your customers ask

The fastest way to see why the answers above skip Anonymous Client.

Your site’s content lines up with 23 of the 34 questions your customers ask AI.

Categories your site covers

high-end renovations commercial construction educational facilities religious spaces multifamily additions athletic facilities medical health projects

What your customers actually ask

  • hensel phelps vs mortenson construction for commercial projects in colorado
  • is kiewit a good general contractor for institutional buildings
  • greystar vs wood partners for multi-family construction quality
  • best commercial contractors in northern colorado besides jhl constructors
  • brinkmann constructors vs bryan construction for religious facilities
  • which is better saunders construction or oakwood homes for commercial work
  • commercial renovation contractor in broomfield colorado under 2 million budget

The assistants can only cite what exists. Every question on the right with no matching content is an answer handed to a competitor.

The gaps costing you answers today

Every card below is a question set where the answer can change, ranked by how much buying intent sits behind it.

16/165

Competitor-won questions

16 questions where AI names a competitor and never names Anonymous Client. Those buyers get sent somewhere else.

0/34

Weakest AI surface

Google AI never named Anonymous Client across all 34 questions. Every customer who asks there gets an answer with your brand missing.

4/14

Buying-stage gap

When customers describe a problem, Anonymous Client shows up in 4 of 14 answers. This is the moment they pick which providers to look at. Miss it and you are off the list before the comparison even starts.

3/165

Mentioned, not cited

3 answers name Anonymous Client without linking your site as a source. Links teach the assistant to trust you more next time. A mention without one can fade.

32

Training-data answers

32 answers came from the AI’s stored memory, without checking the live web. Your brand only gets into these once it shows up in the sources the assistants read and learn from.

The plan below closes these in order of buying intent.

Sound familiar?

The pattern behind these numbers shows up the same way in almost every business audited.

Ad costs climb every year while the same budget brings in less.

The old ways of getting found keep getting quieter, and nothing you try moves the number back.

Buyers screenshot AI answers naming your competitors and ask why you are not in them.

Agencies pitch technical fixes that change nothing a buyer ever sees.

Every month you wait, the names AI already knows get named more. If you never say it, AI cannot repeat it.

Why “AI SEO” audits change nothing

Most “AEO” and “AI SEO” agencies sell technical fixes that are rarely needed. Here is the common sense they skip.

Technical fixes are the small lever

The AI companies scraped the whole internet to build these assistants. Nobody handed it over. They took it. So the assistants already read your site. Clean site structure helps a little and is worth having, and it only sets the floor. What decides who gets recommended is how often your brand shows up across the other trusted sites the assistants pull answers from.

What the assistants actually reward

Content and brand popularity. The assistants recommend the names they keep meeting across trusted news sites, videos, podcasts and platforms. The brands cited most get recommended most. That is the whole game, and it is the one part “AI SEO” vendors never touch, because producing real coverage at that scale is the hard part.

Generic AI content fades. MultiCast content compounds.

Month 1 Month 6 Month 12 Month 18 Month 24 Traffic and citations ILLUSTRATIVE Early spike: volume gets indexed Then the penalty: thin quality, no authority, no mentions, so the algorithms filter it out Trusted placements stack authority and keep compounding MultiCast: 8 formats across 300+ trusted sites Generic AI content: volume posted to one site

The grey line is mass-produced AI content pushed onto one site: it spikes when it first gets indexed, then the assistants filter it as spam and it collapses. The orange line is MultiCast content: fewer topics, 8 formats each, placed on trusted sites, where every placement keeps earning citations and the curve keeps climbing. Search and AI assistants reward the same two signals: quality content and authority mentions. Generic volume has neither.

How to get every AI and search engine recommending Anonymous Client, and not your competitors

The method is called MultiCasting. You take one topic your customers ask about, turn it into 8 ready-to-publish formats, and post them across 300+ trusted sites and platforms the AI assistants already read. The assistants keep seeing Anonymous Client in the sources they trust, so they start naming it in answers.

Getting one topic published across news sites, video, audio and social used to take a team of specialists and weeks of work, so almost nobody did it. The MultiCasting method, invented by the team that fulfils this plan, produces all 8 formats and places them in one campaign. That is why the brands below hold answers your own site alone can never reach.

Topic

1 topic

A question buyers ask

Formats

News article Blog post Video Reels & Shorts Podcast Infographic Slideshow Social posts

Publish

300+ sites & platforms

Your site & social channels Google News YouTube MSN USA Today Spotify Apple Podcasts LinkedIn Facebook Instagram TikTok Pinterest X Vimeo SlideShare Yahoo Finance AP News Medium NASDAQ + 100s more

Result

AI assistants cite it

ChatGPT, Gemini, Google AI and Perplexity recommend the brand, and those recommendations send buyers to your website. Traffic. Leads. Sales.

  1. Map the questions your customers ask

    Track the exact questions typed into ChatGPT, Claude, Gemini, Perplexity and Google’s AI answers, plus the sources each assistant cites. That map shows where Anonymous Client needs to appear.
  2. Publish answers everywhere the assistants read

    One topic becomes 8 formats: news articles, blog posts, long videos, reels, podcasts, social posts, infographics and slideshows, published across 300+ sites and platforms the assistants already cite, including YouTube, Spotify and Google News.
  3. Turn citations into recommendations

    Assistants recommend the brands they keep seeing across trusted sources. Each campaign adds citations, citations build authority, and Anonymous Client becomes the name AI gives your customers.

Why being in the answers matters

Buyers ask AI before they decide, across many platforms, not just Google. If AI never names you, you are not in the conversation.

94%

of buyers research before they decide, across many platforms. Google handles about 27% of the 50 billion-plus questions asked daily. The rest happen on the platforms where most businesses never appear. Sources: industry research compiled in the MultiCasting method whitepaper.

Get published where the assistants already read

The same sites the assistants pull answers from when they decide who to name.

Spotify TikTok Nasdaq Apple News SlideShare AP News MSN ABC News Instagram Facebook Shopify and 100s more

Examples of MultiCasting results

Real campaigns running the same method behind the plan above, across different kinds of business. Each is one brand’s search growth after publishing with MultiCasting.

Power tools wholesale Ecommerce
Search performance chart for a power tools wholesale brand

40,500 clicks and 3.72M impressions over 12 months, average position 7.4.

Automotive accessories Ecommerce
Search performance chart for a automotive accessories brand

26,200 clicks and 3.43M impressions, daily clicks climbing from near zero to a peak near 180 a day.

Pest control Local service
Search performance chart for a pest control brand

26,300 clicks and 4.1M impressions over 12 months, climbing from 60 clicks a day to a sustained 150 plus.

Moving company Local service
Search performance chart for a moving company brand

Daily impressions rising from about 40,000 to peaks near 120,000 over 12 months.

Addiction treatment Healthcare
Search performance chart for a addiction treatment brand

471,000 clicks and 58.1M impressions, average position 7.2.

Ad-intelligence software SaaS
Search performance chart for a ad-intelligence software brand

188,000 clicks and 2.57M impressions, 7.3% average click-through.

Each chart is a real campaign, anonymised. Results vary with the business, the category and how many topics run.

Nsite Tech Studios The Nsite Search Strategy Team

Take the answers Golden Triangle Construction holds today

Book 30 minutes and walk away with the full 34-question map, the gap analysis for your business, and the exact plan to close it. Straight talk on what it takes and what it returns.

Learn about the Nsite AI Search Solution No obligation. You keep this audit and the full question map either way.
Prepared exclusively for Anonymous Client