The Headcount Mafia: How Engineering Managers Inflate Estimates to Grow Their Empires
Why org charts keep growing while velocity stalls — and the perverse incentives behind it.
Read →17 years shipping products across enterprise cloud, retail tech, and IoT platforms. Now using AI to rebuild the systems that industries settled for.

I'm Sphoorti Patil — my name means "inspiration" in Sanskrit, and I've made it my mandate. After nearly two decades building at scale — from enterprise cloud platforms at AWS to retail tech at Best Buy to Azure IoT and Digital Twin platforms at Microsoft — I stepped out to build what industries have been too comfortable to rethink.
Through KleosLab.ai, I'm using AI to disrupt entrenched systems — starting with Kleos, an AI-powered referral network that replaces broken loyalty programs with real word-of-mouth, and Olive Resolve, which turns negative reviews into resolved outcomes using sentiment analysis.
I believe in deep work as a competitive advantage, in building with conviction over consensus, and in using AI to force industries forward. I'm a mother of two, a lifelong student of kaizen, and a relentless shipper.
0→1 ideation through scale. Market sizing, GTM, competitive positioning.
LLMs, RAG pipelines, sentiment analysis, conversational AI.
Cross-functional teams, agile at scale, platform architecture.
Supabase, Twilio, React, shipping real products end-to-end.
Enterprise modernization, cloud migration, developer experience.
Women in tech, LGBTQ+ professionals, early-career engineers.
Building Kleos and Olive Resolve — AI-powered platforms for small business referral networks and conflict resolution.
Led cloud product initiatives at massive scale, working across distributed teams.
Built and shipped Azure IoT and Digital Twin platform features.
Drove retail technology transformation, bridging online and in-store experiences.
Built foundational engineering skills at one of the world's leading semiconductor companies.
An AI-powered word-of-mouth referral network with a coin-based rewards ecosystem. Built for solo service professionals and small businesses. Features KleosIQ (AI advisor), Kleos Coins, and Portable Reputation Profiles.
AI-powered sentiment analysis and conflict resolution. When negative reviews happen, Olive Resolve identifies the emotional drivers and guides business owners toward resolution — turning 1-star moments into 5-star outcomes.
Why org charts keep growing while velocity stalls — and the perverse incentives behind it.
Read →The discipline of writing a clear PRD is the same discipline that ships great AI agents.
Read →The wall between product and engineering is the bottleneck nobody is measuring.
Read →The unspoken trades women in tech make — and what we lose when we don't talk about them.
Read →Loyalty was built for big retail. Solo operators need something fundamentally different.
Read →How the right name unlocked the right product — and the right audience.
Read →I build AI that fixes the systems industries settled for. Loyalty programs were first. Help me pick what to disrupt next.
Tell me what's broken in your world. If enough people say it, I'll build the AI to fix it.
Whether it's about AI, product strategy, mentorship, or building the future of small business tech — I'd love to hear from you.