Writing & Analysis

GEO strategy, education,
and visibility research.

Applied analysis on AI search, generative engine optimization, and what it takes for Indian businesses to appear in AI recommendations.

Research & Audits → Education
GEO Strategy Applied GEO for founders, B2B, and growth-stage businesses.
GEO Strategy How B2B Founders Can Scale Through GEO in 2026 Most B2B buyers now research vendors on AI engines before making contact. How to make sure your business shows up — before competitors even know the window exists.
May 2026 12 min →
Educational Foundational GEO and AI discoverability concepts.
Comparison GEO vs SEO: what's the difference? The signals AI systems use that Google largely ignores — and why optimising for one doesn't guarantee visibility in the other.
May 2026 6 min →
Education How ChatGPT recommends businesses Training data, entity recognition, and confidence signals — how AI recommendation systems decide what to cite.
May 2026 7 min →
Education Why businesses don't appear in AI answers Five structural reasons that keep otherwise legitimate businesses invisible to AI recommendation systems.
May 2026 6 min →
Industry GEO applied to specific professional categories.
Industry GEO for Dermatologists in Delhi NCR How skin clinics and dermatology practices can appear in AI recommendations for high-intent patient queries.
May 2026 5 min →
Industry GEO for Lawyers in Delhi NCR Legal AI discoverability — how law firms and independent advocates can build AI citation authority.
May 2026 5 min →
Research & Audits
AI Visibility Observatory

Systematic audits of how AI systems discover and recommend local businesses — published as public intelligence briefings.

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