

Forward-Deployed AI Forum
Updated Address: 545 W 25th St
Check-in: please proceed to the 15th floor and check in with the reception attendant on arrival.
Forward-Deployed AI: The New Product Playbook
A curated gathering exploring how forward-deployed engineering is reshaping enterprise AI, and why the companies closest to customers are building the most enduring products.
In 2015, forward-deployed engineering was largely misunderstood. It was often viewed as expensive services work or technical consulting rather than a strategic product function. Today, as AI moves from demos to enterprise deployment, forward deployment has become one of the defining advantages of the world's fastest-growing AI companies.
Join House of 434, Tavern Community, Aurelian Ventures, and XDC Network for an evening with founders, investors, enterprise operators, and forward-deployed AI leaders exploring how the discipline has evolved, and why it's become essential to building category-defining AI companies.
The conversation will explore:
How forward-deployed engineering began and why it was initially underestimated.
What an FDE actually does: bridging engineering, product, customer success, and strategy to solve problems that can't be addressed from headquarters.
Why AI has made forward deployment more important than ever, as enterprises require trusted implementation, customization, governance, and adoption.
How customer deployments shape product strategy, turning bespoke implementations into scalable platforms and defensible software.
The transition from services to product, and how the best AI companies identify repeatable patterns across customers.
Building trust in enterprise AI, including evaluation frameworks, governance, hallucinations, and deploying models in regulated and mission-critical environments.
Open-source vs. closed-source models, vendor lock-in, cost, and what the changing AI stack means for enterprise builders.
What separates successful AI deployments from endless pilots, and how companies move from experimentation to organization-wide adoption.
The evening opens with welcome remarks from Benji of Tavern Community, Shilpi Nayak, Founder of House of 434, and representatives from Aurelian Ventures and XDC Network.
Featured Speaker
Ravin Thambapillai
CEO & Co-Founder, Credal.ai
Prior to founding Credal, Ravin spent seven years at Palantir leading forward-deployed AI teams across financial services, healthcare, life sciences, and public health. His work included building AI systems for some of the world's most complex organizations, including HHS Protect (later Tiberius), the platform that became the United States' primary COVID-19 response system. Earlier in his career, he held engineering and leadership roles at Google, THG, and GoCardless.
Founders
If you're a founder, tell us a little about what you're building here: https://tally.so/r/MeqQXl
Applied AI startups are encouraged to apply. Relevant sectors include finance, healthcare, legal, compliance, cybersecurity, enterprise operations, industrial systems, logistics, infrastructure, and other complex or highly regulated industries.
Agenda
5:30 PM · Doors open, check-in, drinks & networking
6:15 PM · Welcome from House of 434, Tavern Community, Aurelian Ventures, and XDC Network
6:20 to 6:50 PM · From Forward Deployment to Durable AI Companies. A conversation on enterprise AI adoption, customer-driven product development, scaling beyond services, and what sets category-defining applied AI businesses apart.
6:50 PM · Audience Q&A
7:00 PM · Dinner & curated networking
8:30 PM · Event concludes
About House of 434
House of 434 is a platform connecting founders, investors, operators, and domain experts through curated gatherings, strategic conversations, and meaningful introductions. We bring together the people shaping the future of technology, innovation, and private markets.
About Aurelian Ventures
Aurelian Ventures invests in and incubates seed-stage companies building foundation-shifting technologies across financial infrastructure, compute, cloud, data, and quantum. The firm partners with ambitious founders developing the next generation of fintech and deep technology infrastructure.
About Tavern Community
Tavern is a community and coworking space bringing together founders, investors, operators, and builders. Through shared workspace, curated events, and meaningful connections, Tavern creates an environment where ambitious people exchange ideas, build relationships, and move important work forward.
About XDC Network
XDC Network is an institutional-grade Layer 1 blockchain powering the next generation of trade finance, payments, and tokenized real-world assets. Its enterprise-focused infrastructure enables secure, scalable applications across global financial markets.