Positioning check
Compare your intended positioning with the language AI engines use when explaining or recommending your company.
Use case
Know how AI positions your company before the market defines it for you.
Use Wolf to audit a launch category, test positioning, discover unexpected competitors, and inspect the sources shaping buyer answers - without adding another monthly subscription.
What you can learn
Validate how the market describes you
A founder often knows the intended category and differentiation. AI answers reveal whether public sources support that story—or whether buyers are being shown a different category, outdated information, and unexpected alternatives.
Launch readiness
Test category, alternative, comparison, and use-case prompts before a launch or major announcement.
Unexpected competitors
Discover companies that appear beside you even when they were not part of your original competitor list.
Source gaps
See which publications, directories, communities, and product pages influence answers in your category.
A practical workflow
From question to evidence
- 01Create a stable set of questions that a buyer, investor, candidate, or partner might ask.
- 02Run those prompts across the five supported engines and the markets relevant to the company.
- 03Review raw answers, brand descriptions, competitors, cited sources, and factual inaccuracies.
- 04Improve the clearest owned and third-party information, then repeat the same cohort to measure change.
AI answers can change between runs. Wolf records defined observations and their supporting evidence; it does not guarantee a recommendation or claim that one response represents every user. Read the measurement methodology.