Founder profile
Sanchari Sarkar
AI Visibility Consultant | Founder of Digital Platform 271
Sanchari Sarkar is an AI Visibility Consultant and the founder of Digital Platform 271. Her work focuses on how businesses can become easier for AI systems to discover, understand, cite and recommend.
Explore researchAI Visibility AuditWho is Sanchari Sarkar?
Sanchari develops practical research, audit methods and implementation frameworks for AI-powered discovery. Her work connects technical readiness, entity clarity, citation authority, answer quality and recommendation readiness.
Through Digital Platform 271, she publishes original research and educational resources for founders and teams navigating ChatGPT, Gemini, Perplexity, Copilot and AI-powered search.
What is AI Visibility?
AI Visibility describes how clearly a brand can be discovered, understood, cited and recommended by AI-powered search and answer systems. It extends beyond being indexed: a brand also needs consistent facts, useful answers, credible evidence and clear entity relationships.
Technical AI Visibility
Can an AI system access and render reliable information about the brand?
Semantic Authority
Can it identify what the brand does, who it serves and how its entities relate?
AI Citation Authority
Can it support an answer with trustworthy, attributable evidence?
AI Recommendation
Does it have enough confidence to include the brand in a relevant recommendation?
Research and frameworks
AI Visibility Benchmark Report 2026
Independent research examining 30 Indian D2C brands across 53 AI visibility signals.
Read moreAI Visibility Audit
An evidence-based assessment of technical and content/entity signals related to AI visibility.
Read moreAI Visibility Audit Methodology
The public methodology behind the five-dimensional AI Visibility Audit framework.
Read moreAI Citation Authority
Research into the evidence and authority signals that may influence whether AI systems cite or recommend a brand.
Read moreGEO Framework
A methodology for improving entity clarity, answer architecture, authority and technical readiness.
Read moreAI Commerce
Research and guidance on discovery, trust and transactions in AI-assisted shopping journeys.
Read moreArticles on AI discovery and recommendation
Sanchari publishes on AI Visibility, GEO, AI Citation Authority, AI Commerce, AI marketing and marketing automation.
Read AI Visibility WeeklyBrowse resourcesExplore researchPublished books and practical guides
Beginner's Guide to AI Digital Marketing for Solopreneurs
A step-by-step AI marketing playbook for solopreneurs and small business owners.
View publicationThe Complete Guide to Prompt Engineering
Learn how to write prompts that produce reliable, high-quality AI output.
View publicationAI for Prosperity
Frameworks and mindset shifts for using AI to improve income, productivity, and opportunity.
View publicationWays Digital Platform 271 applies the research
AI Visibility Audit
Evidence-based analysis across five AI visibility dimensions.
Learn moreGEO Foundation
Fixed-scope implementation to strengthen technical, semantic and authority foundations.
Learn moreAI Growth System
Ongoing strategy and consulting for AI visibility and discoverability.
Learn moreAbout Sanchari Sarkar and her work
Who is Sanchari Sarkar?
Sanchari Sarkar is an AI Visibility Consultant and the founder of Digital Platform 271.
What does Sanchari Sarkar work on?
Her work focuses on AI visibility audits, Generative Engine Optimization, entity clarity, citation readiness, structured data and AI recommendation readiness.
What is Digital Platform 271?
Digital Platform 271 is an AI visibility research and consulting platform founded by Sanchari Sarkar.
What is AI Visibility?
AI Visibility describes how clearly a brand can be discovered, understood, cited and recommended by AI-powered search and answer systems.
What is an AI Visibility Audit?
An AI Visibility Audit evaluates technical, entity, trust, discoverability, content and recommendation signals using documented evidence.
What is GEO?
Generative Engine Optimization is the practice of improving the information and evidence AI systems use to understand, cite and recommend a brand.
What is AI Citation Authority?
AI Citation Authority is the strength and consistency of the evidence that supports a brand as a trustworthy source or recommendation.
Where can I read Sanchari Sarkar's research?
Her benchmark reports, methodologies and research articles are published in the Digital Platform 271 Research and Resources sections.