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PUBLIC AUDITS

Public audits: methodology demonstrations, brand names withheld

Three AI Visibility Audits published proactively for Indian consumer brands in August 2026 — diabetes management, AI-driven diabetes care, and a chronic-care platform. These are not client engagements; they are methodology demonstrations run to show what the audits actually surface. Brand names are withheld. Each summary states the specific gaps found and the fix roadmap that would follow — nothing invented, nothing exaggerated.

We'll run your market's prompts live on the call.

What every case study here contains

  • The buyer queries tested — real prompts, run in fresh logged-out browser sessions
  • The engines audited — ChatGPT, Perplexity, Google AI Mode, per-engine logging
  • The specific gaps found — with the source domains engines cite named
  • The fix roadmap delivered — source-level placements and content restructures, no schema-only theatre
  • PUBLIC AUDIT · METHODOLOGY DEMO

    Public audit — an Indian diabetes health platform

    A well-funded Indian diabetes health platform serving multi-million users. Five buyer queries audited across ChatGPT, Perplexity and Google AI Mode in August 2026. Findings: ranked #2 on discovery behind a smaller-funded competitor; a recent CGM launch not indexed by any engine; a third-party accuracy evaluation dominates every trust query. Published as a methodology reference — brand withheld.

    August 2026

  • PUBLIC AUDIT · METHODOLOGY DEMO

    Public audit — an Indian AI-driven diabetes care app

    An emerging Indian AI-driven diabetes management app. Five buyer queries audited across three AI engines in August 2026. Findings: named in 7 of 15 answers, but 6 of those only when the brand name was already in the query. On open category queries, appears once, recommended first zero times. Two third-party listicles decide the answer on two engines.

    August 2026

  • PUBLIC AUDIT · METHODOLOGY DEMO

    Public audit — an Indian chronic care platform

    An Indian chronic-care platform with senior medical leadership from major hospital systems, and large enterprise wellness programs. Five buyer queries audited across three engines in August 2026. Findings: absent from the primary discovery query in its own category despite medical credentials; framed by engines as 'lifestyle coaching' where a comparable competitor is framed as 'clinical therapeutic.' Published as a methodology reference.

    August 2026

See the methodology live.

On a 15-minute call, we run your market's prompts across the engines and show you the measurement working.