AI needs corroboration.
LLMs look for trusted third-party signals, recurring brand mentions and category relevance across the web.
We engineer the authority signals that help SaaS products become easier for AI tools, comparison content and buyer research surfaces to trust, cite and recommend.
We build the authority signals that help AI tools, comparison content and buyer research surfaces trust, cite and recommend your product.
AI search does not replace authority. It exposes it. If your brand is absent from the sources, citations, comparisons and community signals buyers already trust, AI tools have fewer reasons to recommend you.
LLMs look for trusted third-party signals, recurring brand mentions and category relevance across the web.
Comparison pages, editorial mentions, Reddit threads and review ecosystems all influence how your product is framed.
We identify where AI and buyers are validating the category, then build the signals that increase your chance of being cited and trusted.
The goal is not to chase one AI platform. The goal is to make your product easier to trust across the web, so search engines, LLMs and buyers find a consistent authority pattern.
Relevant third-party mentions that reinforce category association and topical authority.
Shortlist and alternative-page visibility where buyers and AI tools compare options.
Signals from Reddit, communities and peer-led surfaces that support buyer trust.
We diagnose AI and buyer validation gaps, plan the surfaces that matter, build the right off-site authority signals, and report what moved across search and AI visibility.
We map where your brand is absent across citations, comparisons, community threads and category content.
The roadmap connects AI visibility to the buyer journey and the commercial pages that matter.
We activate editorial, comparison and community-led authority building across the surfaces AI tools can learn from.
We track meaningful progress across search visibility, AI presence and authority gap reduction.
Both packages combine editorial authority, AI-aware citation building, and more authority signals across the surfaces buyers and LLMs use to validate software.
3-month programme. $12,000 total commitment.
3-month expansion. For teams ready to push harder across the recommendation surfaces shaping their category.