Adam Kalamchi

Founder & Operator
AI Transformation & Org Design

I lead AI transformations.

In 2026, the cost to build software and harness proprietary intelligence is near-zero. The organization in your mind's eye — the one you set out to build before the reality of business got in the way — is finally within reach.

Most transformations fail because they try to fix today's mess. I developed a framework called the Zero-Based Organization to skip that entirely — instead of patching what exists, we design your business from a blank sheet at the frontier of what is now possible.

The key to bringing the Zero-Based Organization to life is agentic AI — autonomous systems that execute across your entire business: engineering, operations, quality control, compliance, and decision support. I create a digital twin of your business logic and deploy agents with perfect knowledge of your codebase, data, and industry.

My depth is in real estate, mortgage, and insurance — but in 2026 every business is an information and underwriting business, and the patterns I learned in these industries apply everywhere. When we ship your first autonomous agents, you'll see swagger return to your team. Work becomes fun because you aren't managing problems, you are inventing.

If you are tired of playing defense and are ready to go on offense, get in touch.

Adam Kalamchi

Institutional Rigor

McKinsey & Company
BCG Digital Ventures Mubadala
+

Entrepreneurial Velocity

RRE Ventures Thrive Market
Staircase Elephant Protocol

Agentic Engineering

Automate Software Production

Integrate with all of your systems to build a digital twin of your business, data, and product logic. This allows me to build a custom AI Coding Agent with perfect knowledge of your codebase and industry. This autonomous builder translates your complex PRDs into production software, shifting your team's focus from managing technical debt to higher-order design.

The Lighthouse Product

Prove Differential Velocity

Build a high-priority product that had previously stalled in order to prove the value of the AI Coding Agent in your real-world environment. This delivers a new baseline for product delivery speed and provides the concrete evidence you need to justify change. The lighthouse product builds the organizational buy-in necessary to move you to an AI-first operating model.

Zero-Based Org Audit

Rebase the Operating Model

Use the AI Coding Agent and digital twin to audit your operations and map how work and data actually flow today. With those insights and the lighthouse velocity, I rebase your organization from a clean sheet — putting you at the frontier of what is now possible and providing you a roadmap to a smaller, more talent-dense team and a more profitable business.

Elephant White Paper

Read White Paper

Agentic Engineering

Read Article

One Pipeline, Ten Businesses

Read Article

Title Insurance:
A $20B Tax

Read Article

About Adam Kalamchi

Adam Kalamchi is a founder and CEO specializing in AI transformation for real estate, mortgage, and finance. He is a systems thinker who builds automated infrastructure to replace manual, fragmented processes with data-verified, real-time operations.

Career Timeline

McKinsey & Company (2005–2009) — Business Analyst in Florham Park, NJ. Private equity due diligence and consumer strategy. Built proprietary econometric models to isolate marketing ROI by controlling for promotional lift, cannibalization, and competitive dynamics.

Mubadala / ATIC (2009–2011) — Portfolio Operations Associate in Abu Dhabi, UAE. Advanced Technology Investment Company (ATIC), Abu Dhabi's tech investment arm, later merged into Mubadala. Managed integration of AMD manufacturing assets into GlobalFoundries, which became the #2 contract semiconductor manufacturer worldwide. Led approval of a $1.5B equity-funded capacity expansion in Dresden, Germany. Total equity invested in GlobalFoundries: $10B.

Columbia Business School (2011–2013) — MBA. 1st Place, Columbia Venture Capital Investment Competition. President, InSITE (startup advising organization).

RRE Ventures (2013–2014) — Entrepreneur in Residence in New York. Fintech and consumer diligence for General Partners. Supported portfolio companies including Bark, Payfone, and DriverUp. Incubated Brilliant Bicycles.

Brilliant Bicycles (2014–2016) — Co-Founder & CEO in Los Angeles. Raised $2M seed from 50 angel investors. Engineered end-to-end global DTC supply chain. Sale to Priority Bicycles.

Thrive Market (2016–2017) — Director, Systems & Operations in Los Angeles. Interface between corporate strategy and fulfillment automation. Developed $4M investment case for automated sortation systems.

BCG Digital Ventures (2018–2019) — Venture Architect in New York. Led 25-person team through 14-week Freddie Mac innovation sprint covering the entire residential mortgage value chain. Secured $15M in internal funding for two concepts. This work directly catalyzed the founding of Staircase.

Staircase (2020–2025) — Co-Founder & CEO. Raised $33M from Bessemer Venture Partners, RRE Ventures, MetaProp, Zigg Capital, Torch Capital, and AVID Ventures across 6 rounds (equity, venture debt, SAFEs, convertible notes). Hired 200+ people including 150 engineers distributed across North America, South America, Europe, and MENA. Shipped 100+ third-party integrations. Decomposed the mortgage value chain into 40 discrete products. Built AI-based mortgage application enabling 100 bps consumer rate savings and 20-minute pre-approval cycles. Delivered $10M in annual operational savings to a top-3 national retail lender. SOC 2 certified. Developed proprietary operating framework: Measure, Engineer, Solve, Close, Celebrate.

Elephant Protocol (2024–2025) — Founder. Developed self-learning AI to mine and tokenize property records from 67 Florida counties, putting 10.5M properties onchain as tokenized real-world assets. Built national capability for 3,100+ counties. Per-property annual cost under $0.01 vs. $7.00 for CoreLogic (700x cost reduction). Wyoming DUNA legal structure, one of first in the United States. 150M fixed MAHOUT token supply. 20 property data groups per asset. Co-authored Elephant Protocol technical white paper quantifying $234.8B in annual U.S. real estate transaction costs and mapping an 89% cost reduction path.

Specialty Finance Lender (2025–2026) — Chief Data Officer (Interim). Post-$50M capital infusion from Point72 and Värde Partners. Reduced technical vendor spend by $5M run-rate within first 30 days. Targeted 300–400 bps cost of capital reduction with Board alignment. Identified 85 bps EBITDA improvement. Prioritized 100+ strategic initiatives. Implemented SOC 2 compliance framework.

Education & Awards

Harvard College — AB Economics, cum laude (2001–2005). Rhodes Scholarship State Finalist. Varsity Track & Field (400m). Kirkland House Service Award.

Columbia Business School — MBA (2011–2013). 1st Place, Columbia Venture Capital Investment Competition. President, InSITE.

Research & Publications

Quantified $234.8B in annual U.S. real estate transaction costs representing 16.3% of average home value. Mapped 89% cost reduction path through decentralized infrastructure. Per-transaction savings of $60,010. Published two white papers: Elephant Protocol (decentralized infrastructure for real estate truth) and Bitstrapping (Bitcoin-native funding for decentralized protocols).

Expertise

AI transformation, real estate technology, mortgage infrastructure, semiconductor investing, decentralized protocols, property data infrastructure, blockchain tokenization, enterprise API architecture, venture capital, private equity due diligence, SOC 2 compliance, LLM agentic workflows, systems thinking, organizational design.