Coming soon · Pre-launchQ1 2027

Are the AI engines recommending you — or your competitors?

RankIn-LLM tracks what ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews say about you, and tells you the moment your ranking slips.

The waitlist opens soon. Drop your email and we'll send you a single short message the moment it goes live.
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Live scan·TGT-0042 / acme-saas.com
SCN_ID 8F2C·1109·00:00:00 UTC
Intercepted buyer query

"What's the best project management tool for distributed remote teams?"

#Engine · ResponseStatus
GPT
ChatGPT GPT-4o
Scanning…
SCANNING
CLD
Claude Sonnet 4.5
Scanning…
SCANNING
PPX
Perplexity Pro Search
Scanning…
SCANNING
GEM
Gemini 2.5 Pro
Scanning…
SCANNING
AIO
Google AI Overviews web
Scanning…
SCANNING
AI Visibility Score
0%
Calculating…
You — AcmeYour product0 / 5
Competitors mentionedLinear · Notion · Asana · Trello · Height0
The shift · 01

Buyers don't Google. They ask AI. And you can't see what it's saying about you.

In 2026, "I'll Google it" became "I'll ask ChatGPT." If the model doesn't surface your name when a buyer asks "what's the best tool for X?", you don't exist — and you'll never know why your pipeline went quiet.

// 01 · Discovery has moved
63%
of B2B buyers now start research in an AI chat, not a search engine.
// 02 · You're flying blind
0
tools in your stack tell you what ChatGPT or Claude said about you yesterday.
// 03 · Rankings drift weekly
↓ 4.2
positions, average weekly drift in AI-engine recommendations after model updates.

What's coming at launch

Roadmap · v0.1
// FEAT_01
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Track all 5 engines

ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews — every buying question, every day.

// FEAT_02
RANK -3 · CHATGPT
RANK +1 · GEMINI
NEW: NOTION

Daily change alerts

The moment your name drops out — or a new competitor starts being recommended — an email lands in your inbox.

// FEAT_03

Competitor share-of-voice

See exactly how much of the AI conversation each competitor owns — across every question that matters.

// FEAT_04

Visibility over time

Watch your AI-visibility score climb week by week — and prove to your CEO that GEO actually works.

Z
// Founder log · 0001
I'm Ziad — a frontend engineer building RankIn-LLM solo, in public, on a near-zero budget — because I kept asking ChatGPT about products I knew well and watching it recommend the wrong ones. Every founder I talked to had the same nagging fear. So I'm building the thing.
Ziad Hatem, founder · frontend engineerView LinkedIn
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