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Anonymised sample · AI Visibility Signal

What AI says about you.

The AI Visibility Signal asks four AI assistants 12 buyer-style questions and checks whether they name you. You get a score out of 100 graded A to E, the change most likely to move it, and the evidence behind it. Below is a full report for an anonymised company, in the same order you receive it.

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AI Visibility Signal

NovaTech AI (anonymised)

novatech-ai.example

D Grade D · Weak
DWeak

AI assistants name NovaTech AI in a third of answers, and never for comparison questions.

We asked four AI assistants the questions your customers ask, and checked whether they name you.

See What to Do Next
01

What to do next

Start here. This is the first change our AI suggests, based on these results. It is automated and has not been checked by a person.

Your best next move

Publish a clear 'What NovaTech AI is' page with current pricing, then add NovaTech vs Zapier and NovaTech vs Make.com comparison pages.

Biggest gaps we found

  1. 1Not named for any comparison or 'Zapier alternatives' question, on any assistant.
  2. 2Perplexity confuses NovaTech AI with Nova AI, a different product.
  3. 3The GPT-class model quotes $29 a month; current pricing starts at $49.
02

Where you show up

How often each AI assistant mentioned NovaTech AI when asked.

GPT-class open model (Llama 3.3)◐ Patchy
58%
named in 58% of 12 answers
Gemini◐ Patchy
50%
named in 50% of 12 answers
Perplexity✗ Weak
17%
named in 17% of 12 answers
Claude✗ Weak
8%
named in 8% of 12 answers
03

How your score is built

Two parts are measured from the answers (Presence and Position). Two are estimates worked out from Presence (Accuracy and Citations): this free check does not fact-check answers or count the sources AI cited.

Presence40% of score33/100
How often AI answers named you, across every question and assistant.
Position25% of score47/100
How early you were named in the answers that mentioned you.
Accuracy (estimated from mentions)Estimate20% of score33/100
Not a fact check. This is your Presence score, reduced slightly when an assistant failed to answer. The free Signal does not check whether what AI says about you is correct.
Citations (estimated from mentions)Estimate15% of score43/100
Not a count of links to your site. This is 1.3 times your Presence score, capped at 100. The free Signal does not count which sources AI cited.
04

The questions we asked

Real buyer-style prompts. A tick means the assistant named you.

“best AI workflow automation tools”

✓ GPT-class✓ Gemini✗ Perplexity✗ Claude

“automate Slack notifications with AI”

✗ GPT-class✗ Gemini✗ Perplexity✗ Claude

“Zapier alternatives for AI teams”

✗ GPT-class✗ Gemini✗ Perplexity✗ Claude

“how to reduce manual data entry with AI”

✓ GPT-class✓ Gemini✗ Perplexity✗ Claude

“AI automation for startups affordable”

✗ GPT-class✗ Gemini✗ Perplexity✗ Claude

“AI tools for operations teams”

✓ GPT-class✓ Gemini✗ Perplexity✗ Claude

“no-code AI workflow builder 2026”

✓ GPT-class✓ Gemini✓ Perplexity✗ Claude

“what is NovaTech AI”

✓ GPT-class✓ Gemini✓ Perplexity✓ Claude

“NovaTech AI pricing”

✓ GPT-class✓ Gemini✗ Perplexity✗ Claude

“automate customer onboarding AI”

✗ GPT-class✗ Gemini✗ Perplexity✗ Claude

“Make.com vs alternatives”

✗ GPT-class✗ Gemini✗ Perplexity✗ Claude

“enterprise AI workflow automation”

✓ GPT-class✗ Gemini✗ Perplexity✗ Claude

✓ named you · ✗ did not · ○ no usable answer

05

You vs competitors

When a buyer asks a general question that names no company, these are the names the AI assistants put in the same answers, and each one’s share.

Zapier 39%
Make.com 27%
n8n 21%
NovaTech AI (you) 14%
06

How we understood your brand

If any of this is wrong, the AI is likely to get it wrong too.

Category
B2B AI workflow automation
Ideal customer
Operations teams at small and mid-sized B2B companies
Region
Global (English)
Differentiator
AI-native, no-code workflow builder
Category leader
Zapier
Competitors we compared
Zapier, Make.com, n8n

Want the Full Diagnosis and the Fixes?

This Signal is automated and unsigned. The paid AI Search Readiness Retrofit asks 100–150 buyer questions across five AI tools, then fixes your 10 highest-value pages. A named verifier signs the report.

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Method and limits

12 buyer-style prompts across 4 AI assistants. Score = 40% Presence + 25% Position + 20% Accuracy + 15% Citations. Presence and Position are measured from the answers. Accuracy and Citations are estimates derived from Presence: the free Signal does not fact-check answers or count cited sources. AI answers are probabilistic: treat scores as directional signals, not ground truth. EU AI Act Art. 50: produced with material assistance of AI. Machine-generated and unsigned: no human has reviewed it. Not for investor or board use.

This sample run used a GPT-class open model (Llama 3.3) for the GPT surface. Current Signals use GPT (OpenAI).

ThriveFinity · AI Visibility Signal · Run [redacted] · 25 July 2026

About this report

AI-generated. And it says so.

ThriveFinity · AI Visibility Signal · Scanned 25 July 2026 · Anonymised sample

The AI Visibility Signal is automated and unsigned. Every answer above came from the four assistants named and was scored by one published formula: Presence 40%, Position 25%, Accuracy 20% and Citations 15% (the last two are estimates worked out from Presence). It shows how often and how early AI assistants name you today. Fixing it is the paid AI Visibility work, which a named verifier signs.

  • Free
  • AI-generated
  • Unsigned
  • Anonymised sample
  • 4 assistants · 12 questions

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