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MeasuringChatGPTGoogle AI OverviewGeminiClaudeadd-on

1 · Metrics

Metrics that show exactly where you stand in AI answers

Measured from real AI answers — who gets named, how warmly, from which sources. Re-measured automatically every 24 hours.

Visibility Index

44/100

44

In the AI's answer on 8 of 18 buyer questions.

Are you present in the AI answers your buyers read?

Who AI-cites you — by engine

15

Google AIO7 ×
Gemini5 ×
ChatGPT3 ×
Claude ✦add-on

Plain counts of how many times each AI named you.

Share of Voice

22%

You 22%Rival 1 31%Rival 2 18%Others 29%

Of all brand mentions, how many are yours instead of your rivals'.

Funnel Citation

62/100 · #2 of 6

Learning70%
Shortlisting55%
Comparing67%
Validating33%
Switching50%

How much of the buying journey your AI citations cover — 🎯 marks a stage a rival owns.

Positive Reads

78/100

😊 Positive 7😐 Neutral 1🙁 Negative 1

How positively the answers describe you, where you appear.

Position

#2

Rival 1#1
You#2
Rival 2#3

When AIs cite your category, how early you get named.

Crawlability

58/100

58

This example site blocks 2 of 4 AI crawlers.

Can the AI crawlers read your own website?

Illustrative example — your own board fills in from your first scan.

2 · Take action

Automated draft replies to the threads that get you AI-cited

Ranked by what moves your AI citations. Value-first, honestly disclosed, safety-checked — you approve, you post, we track what happened.

r/sales · AI-cited thread

Looking for alternative to Apollo for outbound

“Full disclosure — I built [your brand]. Deliverability usually tanks when the sending domain…”

🛡️ Safe to postin your voice
r/smallbusiness · competitor AI-cited, you absent

What CRM do you actually use day-to-day?

“I work at [your brand], so grain of salt — but the honest answer for a 3-person team is…”

🛡️ Safe to postin your voice
Quora · feeds 3 AI answers

Is [competitor] worth it for a small agency?

“Disclosure: founder of [your brand]. Worth it depends on one thing nobody mentions…”

🛡️ Safe to postin your voice
r/startups · strict self-promo rules

How do you get your first 100 users without ads?

“What worked for us (I run [your brand]): answering the exact questions buyers already ask…”

🛡️ Caution — read the room firstin your voice
X · high-intent conversation

“Considering switching from [competitor] — talk me out of it”

“Biased (I made [your brand]) — but don't switch for features. Switch if these two things hurt…”

🛡️ Safe to postin your voice

proprietary technology

The AI recommendation engine NDLZ‑1

by Needlz Labs

Our targeting intelligence reads the AI answers your buyers actually get — who gets cited, and from which sources — to rank the conversations most likely to feed tomorrow's answers. Then it measures what moved, scan by scan.

Predicts

the threads AI will cite next

Drafts

your reply — voice-matched, safety-checked

Proves

the visibility lift, measured

The only platform with agency-grade AI analytics and automated drafts — built for SaaS marketing teams and founders, and the agencies who serve them.

How your business becomes AI's recommendation

1

Free AI diagnostic

See if AI already recommends you — in minutes.

2

Benchmark vs competitors

Who AI names instead of you — and why.

3

Get recommended

Drafted replies and actions that earn your spot in the answers.

4

Reports that prove it

Your visibility ranking — and what worked.

Ready to be recommended by AI?

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