9. Do SaaS review sites and digital PR improve AI recommendations—or merely appear alongside them?

Treat a competitor citation map as an investigation tool, not proof of an influence mechanism.

Put to: Aleyda Solís and James Crawford.

Why it matters to buyers: Solís’s July 2026 analysis examined 15 SaaS brands across three US subverticals using citation and referral datasets. It highlighted differences between external sources, cited owned pages and traffic destinations. Its selected sample does not establish a universal allocation rule for SaaS marketing budgets. (aleydasolis.com)

Ask: “If review platforms, publications or communities recur in answers recommending competitors, what would justify investing in those sources—and what would remain unproven?”

A good answer should cover:

• Exact cited pages, not just domain popularity.
• Whether the page actually discusses the competitor and supports the relevant claim.
• Source type, editorial independence, audience fit and realistic participation routes.
• Differences by platform, buying intent and market.
• Benefits that remain worthwhile even if assistant behaviour does not change.

Solís’s separate third-party prioritisation framework explicitly considers variation across verticals, prompts, markets and platforms. Ask the expert to apply that specificity rather than recommend a generic publisher list. (aleydasolis.com)

Press for: one opportunity they would reject despite frequent citations, and a plan that does not depend on purchasing a promised recommendation.

Expert quote — pending: ____________________