We don't just advise.

We build with you. For founders and enterprises.

Venture: startups spend the most money on engineering labor.
We invest the build, not just the cash, and the services come as part of the investment.

Consulting: the same team, hired directly — AI / ML strategy and development through production deployment.

READ FROM THE FOUNDERPlanting the Flag
IF YOU'RE STARTING A COMPANYVenture studioEnd-to-end product development support for companies in our portfolio — discovery and GTM through prototype, MVP and full product.
IF YOU'RE ALREADY OPERATINGConsultingSpecialized technical engagements for companies at any stage — AI / ML strategy and engineering, full-stack, data and analytics.
01 / THE MODEL

The high cost of innovation

Start-ups spend the majority of the money they fundraise on software engineers. They often don't have enough resources to hire seasoned experts, or to ramp up their team for two or three months during the height of product development.

Arsenal AI's team provides:

A deep bench of highly specialized AI & Engineering talent
Tools and teams to support design, business analysis, and growth
A proven agile product development methodology to de-risk execution
TRADITIONAL VC
Cash Raised$1M
Engineering SpentHigh / uncontrolled

*Startups spend the most money on highly specialized engineers.

ARSENAL MODEL
CashFlexible investment
ServicesEngineering hours for equity
Tech StackPreferred AI vendor pricing
DeliveryProduct management and execution
02 / PORTFOLIO

The founding cohort

PROPTECH / CONTECH

AssemBuild

Site diligence in 2 hours, not 60 days.

AI-powered pre-construction intelligence. Scout, AssemBuild's flagship platform, automates zoning, environmental, and feasibility analysis for real estate developers across nine major U.S. metros.

CONSUMER · LEGALTECH

Stealth Co.REDACTED

You don't have to do this alone.

An AI-guided platform reimagining how families navigate complex legal decisions — turning months of legal complexity into a clear, supported journey, with an AI guide at every step.

FEDERAL · DEFENSE

Fathom Shield Solutions

Modernization at mission speed.

A veteran-led SDVOSB contractor delivering secure software, AI, and DevSecOps for the U.S. Department of Defense, the VA, and the Intelligence Community.

HEALTHCARE · MIXED REALITY

Symphony MR

Mixed reality (MR) for live surgery. The OS of the OR.

Production-grade MR for patient-critical, regulated care — bringing imaging, guidance, and clinical context into the surgeon's field of view during live procedures.

03 / VENTURE STUDIO

AAI venture studio services

The product development cycles, best practices, and tooling we've refined across our venture portfolio in 2026 — built for the speed and complexity of the AI era. Each phase pairs leading 3rd-party AI tools with Arsenal AI's own stack.

Kickoff engagements with structured discovery sprints that surface real user needs, assess technical feasibility, and align business goals—before a single line of code is written.

Requirements Gathering
3rd-party tools
  • Google Suite
  • Claude
Arsenal accelerators
AAI Discovery
Research & Requirements
UX Design & Wireframes
3rd-party tools
  • Figma
  • Claude Design
  • Stitch
  • Framer
Arsenal accelerators
AAI Discovery
Design System
Solution Architecture
3rd-party tools
  • Google Suite
  • Claude
  • Lucidchart
Arsenal accelerators
AAI Discovery
Architecture Review
Coming soon
04 / CONSULTING

AAI consulting services

Expert engagements to help you navigate the rapidly evolving AI landscape and build world-class products — at any stage.

WHAT WE DO

Every company needs an AI strategy.
What's yours?

From a board-ready plan to systems running in production — we help you architect and build leading AI solutions.

AI StrategyWhere to play, what to build, what to buy
Opportunity AssessmentsUse cases scored on value, effort and risk
AI RoadmapsSequenced delivery plan with owners and milestones
AI DevelopmentAgents, RAG, document processing, custom models
Operational IntelligenceData pipelines and reporting leaders actually use
WHAT YOU GET

Where can AI create value
in your business?

Every engagement is measured against one of four business outcomes — agreed before we start.

Reduce costsAutomate manual, high-volume work
Increase productivityGive each team member more leverage
Increase revenueFaster cycles, sharper targeting, new products
Improve customer experience24/7 answers with context, not scripts
See consulting servicesFull service breakdown, engagement
models and case studies.
PORTFOLIO ADVANTAGE

Portfolio clients get first access to new AI capabilities — before they hit the market.

05 / TEAM

Leadership team

Builders backing builders.

Christian Quimby

Christian Quimby

CHAIRMAN & COFOUNDER

Chairman of Arsenal AI and Quoris, Chris blends 20+ years of healthcare delivery and ops with business strategy, fundraising, and GTM. He scales multi-facility programs, packages services and AI solutions, and builds partnerships that turn pilots into measurable growth.

Jacob Rayburg

Jacob Rayburg

CEO & COFOUNDER

Jake leads day-to-day operations, partnering with portfolio companies and consulting clients to shape strategy, build products, and bring them to market. He's a full-stack developer and solution architect, and an ex AI and business strategy consultant at PwC, with certifications in Azure, Salesforce/MuleSoft, and SAFe.

More team member bios coming soon.

Get in Touch