Based on Scientific Measurement, Not Guesswork

Why LLMs Vary So Much

Large Language Models underlying AI assistants like ChatGPT, Gemini & Claude are probabilistic, not deterministic. Different users can and do get dramatically different answers to the identical prompt.

Transparent Confidence

Citate’s patented technology uses “Iterative Representative Sampling” to determine how different AI answers are from each other. We display the statistical reliability of our analytics for every prompt we track for you.

Great GEO Outcomes

Our competitors grossly under sample. We collect thousands of answers for every prompt every month to accurately inform our optimization tools with precise topics, language, websites and social media threads. Great analytics = great GEO.

Who we are?

AI Luminaries + Marketing Veterans

Citate’s patented AI tech was invented by Harvard assistant AI professor Gil Alterovitz (Chief Research Officer); Stanford AI scientist Walter de Brouwer; CEO Ed Sussman, formerly president of FastCompany.com/Inc.com, and Chief AI Engineer Michael Carlon, formerly of the Allen Institute/Microsoft. The senior team includes corporate marketing guru Adam Hanft and Chief Strategy Officer/patent counsel Sikander Khan.
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AI ANALYTICS AND GENERATIVE ENGINE OPTIMIZATION

Comprehensive Tools
for Understanding & Optimizing AI Answers

Years of service
3
Cy: Your Personal GEO Agent

Cy, a GEO agent, digs much deeper than standard LLM analytics. It can be directed to do fine-grained analysis based on your custom instructions. Don’t just get the stat – get the context and the answers to back it up. Narrative reports with graphs. Perfect for CMOs.

Crisis Radar
A specialized agentic feature to constantly monitor any major LLMs for reputational dips or gains.

Trend Hunter
What are the trends driving LLM answers, whether it’s product features dominating the answers or a suddenly dip in reputation? Trend Hunter will put the pieces together for you, even across tens of thousands of answers.

Brand Visibility
Understand now just “how often” but “why”. Why is your brand under-performing a competitor? What’s shifting to make performance improve or degrade.

Cy Agentic GEO Reporting

Citate can measures the sentiment of any topic appearing in individual prompts or families of related prompts. We offer both aggregate analysis based on thousands of responses and line by line breakdowns of sentiment for every response we collect.

LLM Sentiment Analysis

What are the AI chatbots saying abour you and your competitors? Track the topics you care about e.g. your brand, competitors, ideas, opinions, facts with analytics that give both daily breakdowns and long term insights. We rank visibility on Google AI Overview ChatGPT, Gemini, Meta.ai and more.

Brand Competitive Benchmarking on LLMs

We show you the full text of every answer we’ve collected on your behalf. Thousands per prompt every month. With in-answer tools & AI to make finding and analyzing language much easier.

LLM Answer Archive

Is bias distorting responses? Citate.ai offers comprehensive bias detection tools that surface bias across a host of categories. We aggregate this data to track the strength and persistence of bias types. We also provide AI analysis for every individual AI answer we collect.

LLM Bias Detection
We will work with you to create a custom database of trusted or distrusted sources, then run continuous tracking to look for conflicts and confirmations of every factual statement in every AI answer. Citate identifies trends so you can spot and optimize recurring issues.
LLM inacuracy Detection
Based on thousands of AI answers per prompt, Citate semantically identifies and ranks all topics that an LLM model is most concerned with for any prompt or across any grouping of related prompts. We use this data to generate recommend articles and content briefs. Discover content gaps your website should covering. Find frequently appearing competitors that might not be on your radar.
Ranked Topics on LLMs
Our Links feature identifies and ranks the most to least dominant web links used in AI answers of importance to you Track the progress of your own website URLs. Find the exact social media threads being relied on to inform answers. Identify and study high performing competitors. Find the critical content placement or press opportunities the LLMs will respond to best.
Links

Big Data Optimization Tools

Very large, statistically-significant samples of AI answers allow us to provide you with precise optimization tools for rapid GEO progress. Don’t get stuck publishing content or pursuing tactics based on low-volume, misleading data.

Content LLMs Find Irresistible

How do we know the topics the LLMs will care about the most? Citate’s content agent won’t generate recommended content until LLM models have  been prompted about the subject of a draft article hundreds of times over several days, and the precise topics of most importance to the LLM are ranked. 

We layer in many other critical optimization tactics that we validate with constant testing.  Our agent will ingest your website and data from the web when needed for internal links, external links or additional research. 

LLM Optimized Content
Full articles, outlines, and snippets
Content targeted for each LLM model
Auto-detects your website's tone or, choose a different voice
GEO Consulting

Enterprise consulting, research & reporting,

We'll integrate with your SEO, content and dev teams to develop and execute a comprehensive GEO strategy. We also assure you will get the absolute most out of the Citate platform.
We've been doing GEO since 2023 and our staff members have been helping top corporations with SEO for 15 years. We get excellent GEO results for clients willing to put in the work, such as ongoing extraction of big data with Citate, steady publishing of targeted content, website re-optimization, outreach to targeted 3rd party sites., ongoing monitoring & refinement.

Ask what Citate can do to help.

Don’t let AI rewrite history without you.
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Competitive Benchmarking
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