- Aligned to the activation of AI Source on 1 August 2025 to isolate and measure its impact. Unless stated otherwise, all comparisons are against the equivalent prior period, 1 August 2024 – 30 June 2025.
- Google Trends, “hotel singapore” (Singapore), indexed weekly search interest, 1 August 2025 – 30 June 2026. Publicly reproducible.
- Google Search Console (the hotel’s microsite domain), April–June 2025 vs April–June 2026. The hotel group has direct access to this property.
- SEMrush estimated monthly search volumes and search results (via OmniHyper Rank Tracker and dashboard), June 2026; tracked-portfolio volume trend, 1 August 2025 – 30 June 2026. SEMrush volumes are modelled estimates derived from clickstream data and are reproducible in any SEMrush account.
- Google Search Console, 1 August 2025 – 30 June 2026 vs 1 August 2024 – 30 June 2025. The hotel group has direct access to this property.
- Google Analytics 4 (Analytics 360, the hotel’s dedicated microsite property), 1 August 2025 – 30 June 2026 vs prior period; quarterly comparison April–June 2025 vs April–June 2026; AI Assistant channel tracked natively from May 2026. The hotel group has direct access to this property.
- AI Source Brand Performance analysis, all AI platforms, June 2026 analysis vs analysis generated 7 July 2026. Rankings and mentions are verifiable by the hotel group directly, and evidence is available to prospective clients on request.
- SEMrush Rank Tracker (via OmniHyper dashboard), 87-keyword tracked portfolio, positions as at 30 June 2026; keywords ranking up 104% over the measurement period.
- Google Business Profile (Google’s own reporting), 1 August 2025 – 30 June 2026 vs prior period.
- Hotel internal channel reporting (“Channels Breakdown Data” workbook, populated by the hotel’s revenue team), 1 August 2025 – 30 June 2026 vs 1 August 2024 – 30 June 2025. Within the workbook, “Hotel Microsite” line items are sourced from Google Analytics; all other line items come directly from the hotel’s internal systems. As recorded in the workbook, phone, email and walk-in revenue sit outside the “Direct” totals; the direct revenue figures cited in this case study therefore reflect direct web channels only and are a conservative measure of the hotel’s total direct business. Comparisons are like-for-like: the same definitions apply to both periods.
Activation: 01 August 2023
Scope: Organic Search, Local Search & AI Search (Helium, Zone & AI Source programmes)
Measurement Period: 1 August 2025 – 30 June 2026 (11 months)¹
Measurement note: the Helium programme (activated 1 August 2024) continued throughout the measurement period, and Zone (activated 1 August 2025) was suspended with April 2026 its final month. Year-on-year comparisons therefore measure the hotel’s second programme year (the year in which AI Source was added) against its first. AI-specific metrics (AI mentions, AI rankings, AI referral traffic) isolate AI Source directly.