citare
Sign inStart free
Blog

Notes on AI Search Intelligence

Engineering and strategy notes on AI Search Intelligence for businesses and agencies. Platform quirks, GEO tactics, agency playbooks, and field lessons from shipping Citare.

The 5-Step AI Search Playbook for Indian Brands

We audited 25 Indian brands across 500 AI queries. Here is the exact, step-by-step action plan to fix your AI search visibility.

Jun 9, 2026

The Aggregator Monopoly in AI Search

Practo, MagicBricks, PolicyBazaar. In AI Search, aggregators own the citation graph. If your profile there is weak, your AI visibility is zero.

Jun 9, 2026

How One Indie Blog Out-Cites Every D2C Apparel Brand on AI Search

The second-most-cited domain in our entire 500-cell AI search corpus wasn't a mega-publisher. It was an independent listicle blog. Here is why that matters.

Jun 9, 2026

The Death of the Historical SEO Moat in AI Search

In our audit, Series A startups surfaced on AI search at the exact same rate as decade-old legacy brands. Classic SEO backlink moats don't apply here.

Jun 9, 2026

AIO vs ChatGPT: Why Your Brand Wins on One and Disappears on the Other

Google AI Overview and ChatGPT have totally different retrieval pipelines. Snitch had an 80-point gap between them. Here's why single-platform monitoring is dangerous.

Jun 9, 2026

The 40-Point AI Search Gap: Why Your Brand Only Surfaces When Users Already Know You

Brands surface 73% of the time on branded comparison queries, but only 33% on unbranded category queries. Here's why that 40-point gap is killing your pipeline.

Jun 9, 2026

Why Instagram Reels Are Beating Your Brand's SEO in AI Search

In our 500-query audit of Indian brands, the single most-cited domain wasn't a brand website. It was Instagram.

Jun 9, 2026
The Indian AI Search Audit: 500 Queries, 25 Brands, 777 Citations

The Indian AI Search Audit: 500 Queries, 25 Brands, 777 Citations

25 Indian brands audited across 500 AI search queries. The most-cited domains weren't brand websites — they were Instagram, aggregators, and one indie blog.

Jun 9, 2026
Data visualization of a Generative Engine Optimization (GEO) case study in India. Compares a D2C startup's 1.8% AI search visibility due to uncrawlable PNGs against an established retail chain's 43% visibility with ChatGPT and Gemini routing gaps.
Industry Insights

Generative Engine Optimization in India: What 300 Real AI Queries Reveal About Brand Visibility

One funded D2C grocery startup. One established organic retail chain. Both fully indexed. One had 1.8% AI search visibility. Here is what GEO actually looks like when you measure it.

May 4, 2026
Bold white text reading "AI Overviews are random" on a dark editorial background, with the Citare wordmark in the bottom right corner
Industry Insights

Google AI Overviews are random — and that's actually the problem nobody is solving

We tested 20 dental queries across Bangalore. Google AI Overview triggering is noisy, A/B-tested, unpredictable. Here's what that means for SMBs.

Apr 29, 2026
Neon teal circuit pathways converging on the words "AI Search Visibility — The 2026 guide" on a dark background, with the Citare wordmark.
Guides

Is your business invisible in ChatGPT? The 2026 guide to AI search visibility for Indian SMBs

AI Overviews, Gemini, and ChatGPT now answer customer questions before your ads or organic results load. A 2026 guide for Indian SMBs on what's changed.

Apr 24, 2026· 9 min read