Monitoring
Track how often AI recommends you, where you rank, and how it talks about you — across multiple LLMs, every week.
Rank #1 when customers ask AI what to buy
See exactly where you stand across ChatGPT, Gemini & Claude — then make your content the one they recommend.
No credit card · See your visibility on ChatGPT, Claude & Gemini
Monitoring
Weekly Last run 2h ago
How often you're mentioned
Share of mentions
Sources
| Domain | Citations | Mentioned | Competitors |
|---|---|---|---|
| g2.com | 48 | Acme Suite | |
| reddit.com | 41 | Beacon, Cobalt | |
| flowdesk.com | 39 | — | |
| producthunt.com | 27 | Acme Suite |
Average search position
| Prompt | Your rank | Leader | 30d |
|---|---|---|---|
| #1 | Flowdesk | ▲2 | |
| #1 | Flowdesk | ▲1 | |
| #4 | Acme Suite | ▼1 | |
| #5 | Beacon | — |
Positive-sentiment rate
How AI talks about each brand
Flowdesk84%
Acme Suite61%
Beacon54%
Cobalt43%
Positive Neutral Negative
Queries where you're missing
Prompts rivals win and you don't
| Prompt | Cited instead | Impact |
|---|---|---|
| Acme Suite | HIGH | |
| Beacon | HIGH | |
| Acme Suite | MED |
Same product, different content — one AI ignores, one AI recommends.
TopCited uses CORE* optimization to rewrite your content so AI engines pick it.
AI overlooks this
Flowdesk is the world's most powerful, industry-leading project management platform. Our best-in-class solution empowers world-class teams to unlock unprecedented productivity — trusted by thousands worldwide.
Cited in 0 of 24 AI answers · 0% share of voice
- Promotional language models are trained to filter out
- No direct answer to the question a buyer actually asks
- Zero statistics, sources, or verifiable claims
- Never names the alternatives it's competing against
AI recommends this
Flowdesk is a project management tool for product teams. In a 2026 benchmark of 1,200 teams, Flowdesk users closed sprints 23% faster than the category average (State of PM Report) — most often chosen over Acme Suite for built-in automation.
Cited in 22 of 24 AI answers · +48% share of voice
- Answers the buyer's question in the first 40 words
- Leads with a statistic and a named source
- Makes an explicit, honest comparison to competitors
- Neutral, factual tone LLMs are happy to quote
What makes TopCited different
Research-backed optimization is the difference. Everyone else just tracks it — TopCited generates content against a simulated AI ranking and refines it until you're the answer.
| TopCited | Typical GEO tools | |
|---|---|---|
| Competitor-aware | Optimizes against the rivals AI actually cites. | Reports your rank, not how to win. |
| Proves the lift | Scores every draft 0–100% for ranking fit before publishing. | No pre-publish score. |
| Research-grounded | Built on CORE*, peer-reviewed at UIUC. | SEO instinct and keyword guesswork. |
| One closed loop | Rewrites, simulates the AI ranking, and iterates until you're cited. | Stops at the dashboard. |
| Content engine | Generates citation-ready content: statistics, named sources, comparisons. | Only tracks mentions. |
| How it works | Runs CORE*: studies how LLMs read your page, rewrites it, simulates the ranking, and iterates until you win. | A black-box dashboard. |
| Who's behind it | Research from the DREAM Lab at UIUC*, led by Prof. Haohan Wang — published at NeurIPS, ICLR, and ICML, with CORE benchmarked on 3,000 products. | No published research. |
Everything you need to win AI search
Six features, one workflow — click any to see it live.
Competitors
See which brands AI cites instead of you, and watch your share of the conversation move against theirs over time.
Report Generation
Turn every run into a shareable GEO audit — your wins, your gaps, and what to fix next, exported to HTML or PDF.
Website Optimization
Audit any page for the signals AI engines read — titles, structure, schema — with a clear score and ranked fixes.
Text Optimization
Paste any paragraph and get a research-grade rewrite — measurably more likely to be the version AI quotes.
Content Generation
Generate a full pillar-and-cluster content plan, drafted and structured for AI search from the first word.
Learn GEO
Field notes on getting your brand cited by AI — guides, tactics, and teardowns.
FAQ
Generative engine optimization (GEO) is the practice of optimizing your content so that AI-powered search engines — like ChatGPT, Perplexity, Gemini, and Claude — recommend your products or content first. As consumers shift from traditional search engines to asking AI directly, GEO is becoming as essential as SEO was in the Google era.
Traditional SEO optimizes for search engine crawlers using keywords, backlinks, and technical signals. GEO optimizes for how large language models synthesize, reason about, and rank information when generating recommendations. The ranking factors are fundamentally different — LLMs evaluate content coherence, comparative reasoning, and contextual relevance, not keyword density or link authority.
No — TopCited complements your existing SEO. Most LLMs use Google or Bing for initial retrieval before synthesizing their own rankings. You need traditional SEO to be retrieved and GEO to be ranked favorably in the AI's final recommendation. TopCited handles the GEO layer that traditional SEO tools cannot address.
TopCited optimizes for all major LLMs with search capabilities: ChatGPT (GPT-4o), Google Gemini, Anthropic Claude, Perplexity, and Grok. Our methodology is model-agnostic and has been validated across all four major platforms with consistent results.
TopCited takes a white-hat approach, analogous to legitimate SEO practices. We help businesses write clearer, more informative product content that AI systems can better understand and evaluate. We do not inject hidden prompts, adversarial text, or deceptive content. Our research is published openly and our methods produce fluent, natural language that improves the quality of product descriptions.
Get Started
Find out if your products are visible to AI
We'll audit your top 10 products across ChatGPT, Gemini, Claude, and Perplexity — and show you exactly where you rank. Free, no commitment.
