Choose real alternatives first
A competitor is a solution the buyer could actually choose instead of yours, not simply a similar name. Check the category, audience, service country and use case. If the business concerns GEO promotion, the word geo also occurring in geographic information systems does not make a map provider a competitor. Start with a short verified list, specifying domains and exact names so further comparison does not measure a different industry.
Use the same question for everyone
Do not ask in detail about your own company and vaguely about competitors, then compare mention counts as equivalent results. A neutral question should describe the buyer's situation without a list of preferred winners. In the resulting answer, check each company's role: example, alternative, warning or recommendation. If several AI platforms are compared, retain their results separately: one assistant's choice is not an overall ranking across all systems.
Examine the page that was cited
When AI links to a competitor's guide, see which passage serves the buyer's intent. It may be clear instructions or specific terms missing from your website. Do not judge the whole domain from one URL or copy someone else's text. The goal is to understand the missing information and prepare your own evidence-based explanation. An external link may be a technical source for a definition rather than a recommendation to buy the competing product.
What is available in AURA GEO
Competitors with different domains can be added to a project. Saved observations and source-gap recommendations connect the question, answer, actual link and competitor presence. This analysis is limited to the collected answers and does not automatically read every page in the industry. Open the specific evidence before assigning a correction to an agent. Adding a competitor manually does not itself mean that the competitor has already been found, recommended or is ahead of you in actual referrals.
What a usable conclusion looks like
An educational conclusion: ‘For the analytics-setup question, the assistant linked to an alternative service's instructions; we have only a brief feature description. We will prepare a detailed workflow with our own examples.’ That conclusion can be checked and turned into work. ‘The competitor has captured the AI market’ from the same record is an unsupported extension. After publication, repeat the original question and separately inspect your own referrals; do not promise growth from one correction.
Conditions and limitations
- One panel's result is not the volume of all queries and does not guarantee a future AI answer.
Explore the details
A comparable, verifiable conclusion from the saved sample with a specific next action.
Open project competitors