Key takeaways
- A visibility score only means something next to the brands that compete for the same answers. Comparison turns a number into a position.
- In flowgen, GEO Insight compares share of voice, brand attributes, cited sources and platforms against the competitors you add, topic by topic.
- Analytics carries the comparison forward: it shows how your pages and citations moved against competitors before and after each marketing action.
- The most useful output is not a ranking but a list of gaps: questions where only competitors are named, attributes they own and sources that cite them.
Why a single score is not enough
Imagine your team reports that the brand appeared in 43.8% of tracked AI answers last month, up five points. That sounds like progress. But if the market leader appears in 61% and the brand just behind you climbed faster, the same month looks very different. AI answers usually name only a handful of brands, so every mention you gain or lose is shared with someone else.
That is why flowgen treats competitor comparison as part of measurement rather than an extra report. The questions are the same, the engines are the same and the runs are the same, so the only thing that changes from row to row is the brand.
What flowgen compares
Comparison lives in two places. GEO Insight shows where you stand today, and Analytics shows how that position changes after you act.
| View | Where | The question it answers |
|---|---|---|
| Share of voice and top brands | GEO Insight | How often are we named compared with competitors across the tracked questions? |
| Competitive benchmarking | GEO Insight | Where do we lead or trail, topic by topic? |
| Brand attributes | GEO Insight | Which qualities does AI attach to us and to each competitor? |
| Citation sources | GEO Insight | Which websites drive the answers that name a competitor? |
| Platform comparisons | GEO Insight | Is the gap the same on every engine, or only on some? |
| Competitor citation comparison | Analytics | Did our cited pages and visibility move against competitors after an action? |
What makes the comparison fair
- The same questions for every brand. You track the questions buyers type into AI, or upload your own, and every competitor is measured on that exact set.
- Repeated runs, not one answer. AI platforms rarely return the same answer twice, so each question is run again on your plan's schedule and the score reflects an average across responses.
- Observable answers. The comparison is built from the responses each platform actually returns, with the brands named and the sources cited, not from guesses about what a model thinks.
- Competitors you choose. You add the brands that matter to you. The comparison is between you and them, not against an anonymous average.
A walk through the demo workspace
The flowgen site uses a fictional brand, LumiHome, to show how this looks. All figures below are sample data. For example, LumiHome tracks 24 questions about cordless vacuums against four competitors.
| Brand (demo) | Visibility rate | Change |
|---|---|---|
| HomeMate | 61.2% | +2.4% |
| CleanPro | 52.4% | −1.1% |
| LumiHome | 43.8% | +5.1% |
| PureLiving | 31.5% | −0.8% |
Read alone, 43.8% with a five-point gain looks healthy. Read in the table, LumiHome is third, gaining on the second brand and still far behind the first. More useful still, nine of its 24 questions name only competitors. One of them, which cordless vacuum is best for pet hair, is exactly the kind of question a buyer asks right before choosing.
Turning the comparison into a work list
A ranking tells you where you are. The gaps behind it tell you what to do. Work through them in this order.
- Competitor-only questions. Start with the questions where a competitor is named and you are not. These are the answers you are currently losing outright.
- Sources behind their answers. Check which sites the engines cite when they name the competitor: review sites, communities, video or the competitor's own pages. That is where you need to be present.
- Attribute gaps. Compare the qualities AI attaches to each brand. In the demo, for example, a recurring remark that filter replacement is expensive sits next to LumiHome's name. That is a message to address, not only a score to raise.
- Platform differences. If the gap appears on one engine only, the cause is usually a source that engine relies on, and the fix can be narrower.
Each gap can be handed to Content Agent as a brief, so a missing comparison page or a weak product page becomes a draft written from verified facts.
Measuring the comparison after you act
Analytics records each marketing action, such as a guide published or an FAQ added, and compares the visibility and citations of your brand and competitors for the same questions before and after it. It also places your cited pages among all the pages cited for those questions, from low to great.
In the demo, for example, LumiHome's pages sit around the 75th percentile, rated Good, after its cordless vacuum guide was published. The point is not the label itself but the direction: whether each action moved you closer to the brands ahead of you.
What the comparison does not tell you
- It does not predict traffic or revenue. It shows relative presence in AI answers, which you then connect to traffic and lead data in Analytics if you want business results.
- It only covers the engines in your workspace. Which platforms are included depends on your plan, and every report lists them.
- It is only as good as the competitor list. If a rising brand is missing from your list, add it, or the table will look better than reality.
Getting started
A website address is enough to run the free GEO Audit, which already includes a competitor comparison area. Add your competitors, key products and the topics you care about for a sharper view, then follow the gaps through Prompt Demand to decide which questions to win first.