Arpeet Ravalji

Building systems for growth.

Arpeet Ravalji

AI. Analytics. Value creation.Based in New York

I’m Arpeet. I use AI and analytics to understand how a business works, where growth gets stuck, and what to change.

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75+ M&A transactions · 30+ companies · 14+ years in the field

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The Graph Sandwich: Connecting the Business Behind the NumbersArticle / 7 min read

Understand the business
behind the numbers.

Connect the maps each team already uses. Follow an outcome through the work and records behind it, use AI to investigate the gaps, and test what to improve.

The Graph Sandwich: outcomes, team views and recordsThree stacked layers joined by connectors: business outcomes (growth, retention, margin) on top; in the middle, six team views joined by the same customer, agreements and events (Marketing: who we reach, Sales: what we promise, Engineering: what we build, Operations: what we deliver, Customer Success: what customers get, Finance: what we bill and collect); and source records underneath (CRM, contracts, delivery, support, ledger).Connected team viewsSame customer · agreements · eventsBusiness outcomesGrowth · retention · marginMarketingWho we reachSalesWhat we promiseEngineeringWhat we buildOperationsWhat we deliverCustomer SuccessWhat customers getFinanceWhat we bill and collectSource recordsCRM · contracts · delivery · support · ledgerThe Graph Sandwich: outcomes, team views and recordsThree stacked layers joined by connectors: business outcomes (growth, retention, margin) on top; in the middle, six team views joined by the same customer, agreements and events (Marketing: who we reach, Sales: what we promise, Engineering: what we build, Operations: what we deliver, Customer Success: what customers get, Finance: what we bill and collect); and source records underneath (CRM, contracts, delivery, support, ledger).Connected team viewsSame customer · agreements · eventsBusiness outcomesGrowth · retention · marginMarketingWho we reachSalesWhat we promiseEngineeringWhat we buildOperationsWhat we deliverCustomer SuccessWhat customers getFinanceWhat we bill and collectSource recordsCRM · contracts · delivery · support · ledger
The Graph Sandwich: connect the result, the work, and the evidence. A map for investigation, not proof of cause.
Read the article Find the connections worth investigating.
Browse the full libraryArticles, frameworks, and practical guides from my work in AI, analytics, and value creation.Arpeet Ravalji / New York

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