
Competitive FMCG Search Landscape
E-commerce aggregators dominated search results for edible oils, established FMCG giants, and private label brands. Queries around 'best cooking oil', 'refined soybean oil,' and 'healthy edible oil
Low Visibility Across AI Platforms
Despite quality products and nationwide distribution, Vibhor was not being cited or recommended by AI platforms- Claude, Google AI Overviews- for relevant consumer and trade queries. Decision-ready users querying oil quality, fortification, and sourcing standards were not discovering the brand through AI responses.
Unstructured Digital Narrative
Website content existed but was not structured to answer real consumer questions around quality standards, Vitamin A/D fortification, sourcing, FSSAI compliance, or smoke point comparisons. This limited AI citation eligibility and reduced the brand's authority signal across both search and AI platforms.



