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AI Baseline · 412 Freelancers

When someone asks AI for a business like yours, does it say your name?

412 Freelancers, based in Pittsburgh, runs the AI Baseline: a measured test of how ChatGPT, Perplexity, Google AI Overviews, and Google organic results rank, cite, and describe your business for the questions your buyers ask. You get a score out of 100, the competitors named instead of you, the facts the assistants get wrong, and an action plan with an owner on each task. Your team implements. 412 Freelancers reruns the test and reports what changed.

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Proprietary test, run by 412 Freelancers Score out of 100, public method Reruns every two weeks or monthly
The problem

The answer is decided before anyone clicks.

You cannot see the AI answer

  • When a buyer asks ChatGPT or Perplexity for a business like yours, they get one answer, not ten links. Either you are in it or you are not.
  • Your analytics do not show you that answer. Search Console reports clicks on Google, not what an assistant said. The AI Baseline from 412 Freelancers records what the assistant said.
  • Ranking on Google does not mean you are in the AI answer. The two are scored from different sources.

And when you are in the AI answer, the facts may be wrong

  • Assistants quote prices, hours, programs, and addresses from whatever page they read. Old pages produce old facts.
  • Directories and partner sites can outrank your own site on your own name, so the answer is built from someone else's copy.
  • The competitor listed next to you may be gaining authority run over run, and nobody is checking.
The solution

Measure it. Fix what the test found. Measure it again.

The AI Baseline is a measurement tool, run by 412 Freelancers. It does not guess at best practices. It asks the questions your buyers type, records what every assistant says, scores it, and tells your team exactly what to change and where. Your team makes the edits. The test reruns and shows whether they worked.

1. Baseline

A fixed list of your buyer's questions, branded and unbranded, asked in four lanes: ChatGPT, Perplexity, Google AI Overview, and Google organic. One AI Baseline score out of 100, with the four parts shown.

2. Audit and action plan

Who is named and cited instead of you, every wrong fact, and a task list with an owner on each item: website team, location manager.

3. Rerun and review

After you implement, the same questions rerun every two weeks or monthly by package. Branded and non-branded results, citations, and who is trending toward authority, reviewed in a monthly meeting.

What 412 Freelancers does not do on the AI Baseline: implement the changes. The test tells you what to fix and whether the fix worked.

The tool

One set of questions. Four places a buyer gets an answer.

Every AI Baseline question runs in all four lanes: ChatGPT, Perplexity, Google AI Overview, and Google organic. For each answer the AI Baseline records who is named, in what order, which sites the answer was built from, and whether the facts match your own pages.

ChatGPTIs your business named? Listed first? Is your site one of the sources?
PerplexitySame questions, same scoring. Perplexity reads pages directly, so citations are measured.
Google AI OverviewDoes the AI summary name you, and which listing or page does it lean on?
Google organicDoes your own site hold the number one result, or does a directory or partner site?

The score, out of 100

The AI Baseline score is out of 100 with a public method, so you can check the math. Every answer is read against your own website, so accuracy means what your pages say, not what a reviewer thinks.

Assistant positioning, 40 points

Unbranded ChatGPT and Perplexity answers where your business is listed first.

Brand citation, 20 points

ChatGPT and Perplexity answers that cite your website as a source.

Google organic, 20 points

Questions where your own site, not a directory or a partner, holds the number one result.

Accuracy, 20 points

Deductions for every wrong fact and every partly right fact the assistants state about you: prices, programs, hours, addresses.

AI Baseline score card · layout
Assistant positioningUnbranded ChatGPT + Perplexity answers with you listed first
/ 40
Brand citationAnswers that cite your site
/ 20
Google organicQuestions with your site at number one
/ 20
AccuracyMinus points per wrong or partly right fact
/ 20
Graded A to FScore out of 100

In the AI Baseline report

  • Score and grade, with each of the four parts shown.
  • Results board: every question, every lane, what the answer said, the order it listed businesses, and the sources it used.
  • Who the AIs name and read instead: the competitors listed next to you and the sites the answers are built from.
  • Fact check: every claim about you marked right, partly right, or wrong against your own pages.
  • Action plan: each change with an owner, what to change, and the points it is worth.

In every AI Baseline rerun

  • The same questions, so runs compare cleanly.
  • Branded and non-branded results, tracked run over run.
  • Who is being cited, and which competitor is trending toward authority.
  • Per-location scoring for multi-location brands and franchises.
  • A monthly meeting to review the numbers and set the next changes.
Who it fits

Anyone with a website who wants to be found in AI search.

The AI Baseline from 412 Freelancers fits single-location businesses that want to know what ChatGPT tells a customer who asks for them, multi-location brands and franchises that need a score per location, and marketing teams that already rank on Google and want to see whether the AI answer matches.

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Questions

AI Baseline, answered plainly.

What is an AI Baseline?

An AI Baseline is a measured test of how AI search describes your business. 412 Freelancers asks ChatGPT, Perplexity, and Google a fixed set of questions your buyers type, both branded and unbranded, records whether you are named, where you are listed, whether your site is cited, and whether the facts are right, and turns the results into a 100-point score with an action plan.

What does the AI Baseline score measure?

The AI Baseline score is out of 100 and has four parts: assistant positioning (40 points, whether ChatGPT and Perplexity list you first on unbranded questions), brand citation (20 points, whether those answers cite your website), Google organic (20 points, whether your own site holds the number one result), and accuracy (20 points, with deductions for every wrong or partly wrong fact the assistants state about you).

Does 412 Freelancers implement the recommendations?

No. The AI Baseline is a measurement tool. The report assigns each recommended change to an owner on your side, such as your website team or a location manager. You implement, and 412 Freelancers reruns the test to measure what changed.

How often is the test rerun?

After your team implements the recommendations, 412 Freelancers reruns the same questions every two weeks or monthly, depending on the package. Each rerun reports the score, branded and non-branded results, who is being cited, and which competitors are trending toward authority. Results are reviewed in a monthly meeting.

Does the AI Baseline work for multi-location businesses and franchises?

Yes. Each location gets its own AI Baseline test, score, and action plan. A franchise or multi-location brand can compare locations and see which pages and listings each one needs to fix.

How much does the AI Baseline cost?

AI Baseline pricing is a custom quote. Send the website and a sentence about the business and 412 Freelancers will reply with a quote.

Is AEO the same as SEO?

No. SEO measures where a page ranks in a list of links. AEO, answer engine optimization, measures whether an AI assistant names you, lists you first, cites your site, and states your facts correctly. A business can rank well on Google and still be absent from the answer a buyer reads in ChatGPT. The AI Baseline measures both so you can see the gap.