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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 score

44/100

44

One score out of 100: how often AI answers name you, your share of voice, how they describe you and how many AIs name you.

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

55/100 · #2 of 6

Awareness70%
Consideration55%
Conversion50%

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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