Visibility
The share of answers that mention you. It's the first sign of whether AI sees you as an option at all.
AI visibility
See when AI recommends youand when it picks someone else.
Every day, Fedlum asks ChatGPT, Gemini, AI Mode and Perplexity the same questions your customers ask, from their country and in their language, and shows you how many answers include you, in what position and next to whom.
- 7-day free trial
- No card required
- Priced in pesos or dollars
OverviewSample dataLast 30 daysMexico
Visibility
42%+6 pts
Position
2.1-0.4
Sentiment
74+3
Share of Voice
31%+4 pts
Visibility by brand
% of answers that mention each brand
Aurora PagosBanco NébulaKolibriMonedero Azul
Top brands
| Brand | Visibility | Position | Sentiment |
|---|---|---|---|
| 1Aurora PagosYou | 42% | 2.1 | |
| 2Banco Nébula | 38% | 1.8 | |
| 3Kolibri | 27% | 3.0 | |
| 4Monedero Azul | 19% | 3.6 |
Metrics
Four numbers that tell you where you stand
Every day we read thousands of AI answers about your category and turn them into metrics you can compare by model, country and topic.
Position
Where you appear when you are mentioned. Being the first recommendation is not the same as being the fifth.
Sentiment
Whether AI speaks well or badly of you, on a 0–100 scale, with the sentences behind the score.
Share of Voice
Your slice of every mention in the category, against each competitor.
Features
Everything you need to read your visibility
Set it up once and let Fedlum do the asking, reading and measuring. You decide which models, countries and questions matter.
The models your market uses
ChatGPT, Gemini, AI Mode, AI Overviews, Perplexity and Copilot, each measured separately because each one answers differently.
Your competitors, side by side
Track as many competitors as you like and discover brands AI mentions that weren't on your radar.
Questions that sound like your customers
Write your prompts, upload them as a CSV or start from the suggestions we generate from your brand profile, by topic and country.
A balanced prompt set
We tag every prompt as branded or non-branded and by intent (informational, commercial or transactional), so you don't only measure what you already win.
Every country on its own
Mexico, the United States, Colombia, Chile, Peru and Argentina, in Spanish or English. Each prompt runs from the country you choose.
Every answer, in full
Open any answer and read exactly what your customer saw, with brands highlighted, their position and the sources used.
Sources
Find the sites that shape the answer
Models repeat what they read. Fedlum shows you which domains and pages they use to talk about your category, and which ones cover your competitors but not you.
- Cited domains and URLs, by model and country
- Gap analysis: sources that cite competitors but not you
- Fan-outs: the searches a model runs before it answers
- Any table exports to CSV with your filters
Source gaps Sample data
They cite competitors, not you
| Domain | Type | Competitors cited | In % of chats |
|---|---|---|---|
| ffinanzasclaras.mx | Editorial | 3/3 | 24% |
| fforo-dinero.mx | Forum | 3/3 | 19% |
| gguiafintech.com | Editorial | 2/3 | 15% |
| wwikifinanzas.org | Reference | 2/3 | 11% |
| bbancanebula.mx | Corporate | 1/3 | 9% |
Next step
Explore ActionsFrom data to this week's task
From the gaps it finds, Actions builds a prioritized list of what to publish on your site and where to earn coverage off it.
MCP and API
Your visibility data, inside your agents
Connect Fedlum to Claude, ChatGPT or Cursor through our MCP server and ask in plain language. Or use the API to pipe the data into your own dashboards and workflows.
- Ask in Spanish or English, get answers from your data
- The same projects and permissions as in Fedlum
- An API for reports and automations
See where your brand stands today
Create your project, pick your prompts and get your first data in minutes. If you'd rather have us walk you through it, book a call.
7-day free trial · No card required
FAQ
Questions we hear a lot
How often is the data updated?
Every day. Each prompt runs once a day on every active model and country, and changes are compared with the previous period of the same length.
How many competitors can I track?
As many as you want, on every plan. We also suggest brands that show up next to yours in answers.
How many prompts do I need?
For one brand, 50 well-chosen prompts are usually enough to see trends. What matters is covering questions that don't name you and the different buying intents.
Can I see real data yet?
Fedlum is in private beta. Daily collection is switched on project by project as we connect each model; in the meantime you can explore a demo project with sample data.