Forward-looking: AI answer engines may increasingly surface and cite useful tools, with brand mentions/links correlated with AI-overview visibility — early and contested

Claim: AI answer engines (AI Overviews, AI Mode, Perplexity, ChatGPT search) may increasingly surface and cite useful tools, and brand mentions / links correlate with visibility in AI overviews — but this is early and contested.

Source: Practitioner observation; cross-link to the AI-search cluster in the web-history brief (AI Overviews full rollout in Canada began the week of October 28, 2024; English, Hindi, Indonesian, Japanese, Portuguese, Spanish supported — French NOT supported at launch, AI Mode launched in Canada on August 21, 2025, English only; appears as a tab, not a forced replacement of results, Whitespark Q2 2025 local-search study — AI Overviews appeared on 15% of simple local-intent queries vs 92% informational vs 97% hybrid; local pack appeared on 93% of local-intent vs 6% of informational).

Confidence: Directional-Speculative.

Caveat: Do not over-weight. This is the most speculative claim in the brief — useful as a forward-looking line in client conversations, not as a planning assumption.

Why this matters for Candid: Sets up the case that the linkable-asset thesis may strengthen, not weaken, in the AI-search era — because AI engines surface useful tools as citations, not as ad slots. But clearly labelled speculative.