{"id":1232,"slug":"caveats-google-history-smb-brief-cost-coercion-vendor-data","title":"Caveats for the June 2026 Google-history SMB brief — cost/causation claims are weak; \"now\" data is mostly US/global not Canada-specific; vendor sources were used skeptically; rollout state is moving fast","kind":"reference","scope":"business","status":"current","audiences":["kevin","candid-team"],"topics":["agency-methodology","editorial-discipline"],"reference_body":"**Caveats compiled June 2026 for the [[research-brief-businesses-found-on-web-google-smb-june-2026]] brief:**\n\n- **Cost/causation claims are weak across the board.** Dates and product launches are well-documented; assertions that any given shift \"forced businesses to spend more\" or that Google deliberately buried organic to sell ads are largely interpretation — flagged where they appear. See [[rule-keep-dates-separate-from-causation-when-citing-google-history]].\n- **The \"now\" data is mostly US/global, not Canada-specific.** The Pew study ([[pew-research-ai-overview-click-through-jul-22-2025-8pct-vs-15pct]]) is US, March 2025; the local-query studies are US/global. Exact Canadian figures aren't published. Canada also trails the US on the AI rollout curve.\n- **Vendor sources were treated skeptically.** Seer ([[seer-interactive-ai-overview-ctr-drop-sep-2025-61pct-organic-68pct-paid]]), Ahrefs ([[ahrefs-ai-overview-click-loss-dec-2025-58pct-feb-2026-publication]]), Whitespark ([[whitespark-q2-2025-ai-overview-15pct-local-92pct-info]]) and Local Falcon ([[local-falcon-ai-overview-17-2pct-commercial-58-3pct-info-2025]]) all have incentive to dramatise. They're labelled and corroborated where possible. Pew and Google's own announcements are the backbone.\n- **AI rollout status is moving fast and region-uneven.** Figures like AI Overview prevalence fluctuate (Semrush tracked a swing across 2025) and Google adjusts behaviour frequently. Treat all \"now\" percentages as snapshots — re-verify before quoting in long-form work.\n- **The webhistory-01..11 long-form research notes** were written earlier and end at ~2024; they remain reliable for pre-2024 history but do not contain the Canadian rollout dates (Oct 28, 2024 / Aug 21, 2025 / Dec 19, 2025) or the 2025 CTR studies.","rationale_body":null,"metadata":null,"links":{"outgoing":[{"slug":"pew-research-ai-overview-click-through-jul-22-2025-8pct-vs-15pct","title":"Pew Research (July 22, 2025) — real-browsing field study of 900 US adults / 68,879 March 2025 searches: clicks to traditional results 8% with an AI summary vs 15% without; only 1% clicked a link inside the AI summary","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"seer-interactive-ai-overview-ctr-drop-sep-2025-61pct-organic-68pct-paid","title":"Seer Interactive (September 2025) — 3,119 informational queries across 42 organisations / 25.1M organic impressions (June 2024 → Sep 2025): organic CTR fell 61% (1.76% → 0.61%), paid CTR fell 68% (19.7% → 6.34%)","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"ahrefs-ai-overview-click-loss-dec-2025-58pct-feb-2026-publication","title":"Ahrefs December 2025 re-run (published February 4, 2026) — for every 100 clicks you could historically earn for a top-ranking page, Google now keeps 58 (up from 34.5% click loss in April 2025)","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"whitespark-q2-2025-ai-overview-15pct-local-92pct-info","title":"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","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"local-falcon-ai-overview-17-2pct-commercial-58-3pct-info-2025","title":"Local Falcon (2025) — AI Overviews on 17.2% of commercial queries vs 58.3% of informational; including a location name reduced AI Overview appearance (35% vs 46%)","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"rule-keep-dates-separate-from-causation-when-citing-google-history","title":"Rule: When telling the Google history story publicly, keep dates and product launches separate from causation/motive claims — the documented record is the former, not the latter","kind":"rule","scope":"business","link_type":"relates-to"}],"incoming":[{"slug":"research-brief-businesses-found-on-web-google-smb-june-2026","title":"Research brief: How businesses got found on the web — a then→now timeline (Google-focused, SMB lens, June 2026)","kind":"reference","scope":"business","link_type":"relates-to"}]},"created_at":"2026-06-18T00:10:55.908Z","updated_at":"2026-06-18T00:10:55.908Z"}