Product Space Visibility

What is Product Space Visibility?

Product Space Visibility is an extended set of views inside the Product Visibility section of the brand dashboard. While the My Products tab shows only your own products, two additional tabs provide insight into products from other brands appearing in the AI space:

• Competitor Products — products matched to your defined competitors
• All in Space — all external products detected by the LLM (without filtering to the competitor list)

Where does the data come from?

During a snapshot, the LLM stores the product_name field next to brand_name_normalized (the normalized name of the entity mentioned in the response). GEORate reads these pairs from the mentions and ranking_positions tables in n8n PostgreSQL.

Brand isolation is enforced at query level: data from Brand A is never visible in Brand B’s view — even if both brands belong to the same workspace.

Competitor Products tab

How does matching work?

GEORate fetches the list of active competitors (brand_competitors) and their aliases (brand_competitor_aliases) from Supabase. Then, for each row in mentions, it checks whether brand_name_normalized matches (substring) the name or alias of any competitor.

Matching rows form a per-day series for each product_name.

What does it mean in practice?

If you have a competitor Samsung with alias Samsung Electronics, GEORate collects every mention where the LLM wrote samsung, samsung electronics, or a similar phrase as brand_name_normalized — and extracts the product_name values from those rows.

Condition for data to appear

Data will appear only when:

1. You have defined active competitors
2. The LLM mentioned those brands in snapshots with product_name values

If there is no data, a message will be shown with a link to /brands/[id]/competitors.

All in Space tab

Shows all products from external brands detected in snapshots — without needing to define competitors in advance. GEORate excludes only brand_name_normalized values matching your own brand and its aliases.

This is a “zero-configuration” view — useful for discovering unexpected entities appearing next to your brand in AI responses.

Comparison with your own products

In both Starter+ tabs, the chart automatically overlays your own products as dashed lines labeled You. This allows direct comparison between your products and the external space without switching tabs.

Your own products are always shown alongside the top 6 external products (they do not count toward the limit of 6).

Limitations

• avg_position is calculated from ranking_positions — available only when the LLM placed the product in a ranking. A value of – means no position.
• Substring matching can generate false positives for short product names. Mitigation: precise aliases for your own products.
• granularity=aggregate (summary table) is not available for Starter+ tabs — there is no foreign key to identify external products.

Availability

See also

• Competitor management →
• AI Competitive Positioning →
• Product visibility →