Who do AI engines cite instead of you?
Competitor analysis reveals which domains AI engines actually cite on your queries, including competitors outside your usual radar. LightSpot identifies about ten competitors per audit, labels them leader, challenger, or niche, then compares their scores to yours on the same 46 criteria. You finally see who's capturing the visibility you were aiming for, why, and which of your pages need to close the gap.
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Competitors identified automatically, not guessed
LightSpot's competitor analysis automatically identifies around ten competitors per audit, based on the queries you want to be visible on. Each one is labeled leader, challenger, or niche according to its actual presence in AI citations — you never have to build the list yourself. That list reflects what AI engines actually cite, not a guess at your market — it often includes sites you weren't watching. No spreadsheet, no manual research: the list builds itself from your own audit.
Competitors outside your radar
An AI competitor isn't always a business rival. LightSpot detects the domains that ChatGPT, Perplexity, or Gemini cite on your queries, even if it's a niche blog, an independent guide, or a site you'd never have listed as a competitor. That distinction matters: optimizing against your commercial competitors doesn't guarantee AI visibility if entirely different domains are capturing the citations on your topics. Those domains show up in your report too, alongside your usual competitors.
How competitor analysis works
The analysis runs in four steps. 1. LightSpot identifies the queries you want to be visible on. 2. It asks AI engines those queries and records which domains actually get cited. 3. Each cited domain is labeled leader, challenger, or niche based on its presence, then audited on the same 46 criteria to produce a score comparable to yours. 4. The gap between your scores and theirs becomes a concrete list of targets for our content agent.
Why some competitors capture the citation
According to the Princeton/ACM SIGKDD 2024 study on AI citation optimization, content that cites at least two recognized institutions gains 115% more AI visibility — a factor many competitors exploit without you realizing it. The same study found that 76% of Perplexity citations come from content published within the last 30 days: a competitor who publishes more often mechanically captures more citations, even with a lower overall score than yours. Spotting these precise gaps, page by page, is what competitor analysis makes visible.
Comparable scores, not impressions
Every competitor identified gets a mini-audit on the same 46 criteria as your own site — 21 SEO and 25 GEO — with a score out of 100 directly comparable to yours. You stop guessing whether a competitor is ahead of you: you measure it, criterion by criterion. That mini-audit refreshes alongside your own audits, so you track how the gap evolves over time instead of a single frozen snapshot.
From citation gap to action
For every topic where a competitor is cited and you aren't, LightSpot turns the gap into a concrete target for our content agent, which writes a citation-structured article — direct answer up front, citable capsules, FAQ. Every draft is audited by our own 46-criteria engine before publication, with strict anti-fabrication rules: no invented experts, quotes, or statistics. You approve it before it goes out on your connected CMS — you stay in control of what ships.
Frequently asked questions
How are competitors identified?
Based on the queries you want to be visible on, LightSpot asks AI engines, records the domains actually cited, then labels them leader, challenger, or niche by presence. Some never appeared on any of your usual competitor lists — sites you'd never have thought to check.
How can I get cited by ChatGPT?
Getting cited starts with being visible on the right queries, then structuring content for citation: a direct answer up front, self-contained capsules, statistics attributed to a named source. Competitor analysis shows which domains already do this on your topics, so you can see what yours is missing.
What does 'leader', 'challenger', or 'niche' mean?
A leader dominates AI citations on your core topics; a challenger captures a meaningful share without dominating; a niche player is cited on one specific sub-topic. LightSpot assigns these labels based on each domain's actual presence in AI engine answers, not its commercial size.
Does the analysis include competitors I don't know about?
Yes — that's often its main value. LightSpot starts from AI engines' actual citations on your queries, not a list of business rivals you provide, so it regularly surfaces domains outside your usual radar, ones you wouldn't have thought to monitor otherwise.
How are competitor scores calculated?
Each identified competitor gets a mini-audit on the same 46 criteria as your own score — 21 SEO and 25 GEO — rated out of 100. You compare scores built with the same methodology, instead of impressions or estimated traffic.
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