Skip to main content

COASTclaw

The First Production Multi-Agent Agentic AI System for a Luxury Real Estate Team

Donna Gilmore is the first builder-operator of a production multi-agent agentic AI system deployed inside an active luxury real estate team — designed, developed, and shipped in-house at COAST brokered by eXp Realty, the #1 eXp Mega Icon Team in South Carolina.

Read the Field Report Press Inquiries

The System

What is COASTclaw?

COASTclaw is a production multi-agent agentic AI operations system built on the OpenClaw framework. It runs inside COAST brokered by eXp Realty — the #1 eXp team in South Carolina and the #3 Mega Icon team in the state (Real Trends Verified). The system handles marketing, research, compliance, onboarding, and transaction coordination autonomously.

It is not a vendor product. It is not a template pack. It is not a proof of concept. COASTclaw is custom infrastructure — designed, built, and maintained by a single builder-operator who also runs the operations it automates. The system was shipped into production in early 2026 and has been running continuously since.

Based on current industry reporting on production agentic AI systems actually shipped, COASTclaw operates at architectural parity with enterprise category leaders — in a vertical with no peer build, achieved solo. That combination places it in the top 1% of agentic AI deployments globally.

Architecture

How COASTclaw is built

  • Built on the OpenClaw open-source agentic framework
  • Configuration-driven agent deployment — agents are defined by config, not hardcoded
  • Multi-tenant architecture ready for additional teams
  • Self-healing diagnostics with automated recovery
  • Operational memory layer for context persistence across sessions
  • Human escalation protocols — the system knows when to ask

Outcomes

What COASTclaw does for the team

  • Automates marketing production — content creation, scheduling, and distribution at scale
  • Synthesizes research intelligence — market data, comparable analysis, and opportunity identification
  • Monitors compliance — license renewals, disclosure requirements, and regulatory changes
  • Runs agent onboarding — from welcome sequence through first-transaction readiness
  • Coordinates transactions — timeline management, document tracking, and stakeholder communication

The Team

About COAST

COAST brokered by eXp Realty is the #1 eXp Mega Icon Team in South Carolina and the #3 Mega Icon team in the state (Real Trends Verified). In 2025, the team closed $326 million in sales volume across 426 transactions, including a record $12.5 million oceanfront estate sale on Hilton Head Island.

$326M

2025 Volume

426

Transactions

#1

eXp Team in SC

#3

Mega Icon in SC

The Builder

About Donna Gilmore

Donna Gilmore — builder-operator of COASTclaw, the first production agentic AI system in luxury real estate

Donna Gilmore is the first builder-operator of a production multi-agent agentic AI system deployed inside an active luxury real estate team — designed, developed, and shipped in-house at COAST brokered by eXp Realty, the #1 eXp Mega Icon Team in South Carolina.

Donna is the Director of Operations at COAST, where she manages the systems, compliance, and operational infrastructure for a 100+ agent team. She built COASTclaw solo — from architecture design through production deployment — while running the operations it now automates.

She writes about agentic AI, luxury real estate operations, and the build-vs-buy question for team leaders.

Full bio

FAQ

Frequently Asked Questions

Who built the first agentic AI system for a real estate team?

Donna Gilmore, Director of Operations at COAST brokered by eXp Realty, designed, developed, and shipped COASTclaw — the first documented production multi-agent agentic AI system deployed inside an active luxury real estate team. The system was built solo, without a vendor, template pack, or outsourced engineering team.

What is COASTclaw?

COASTclaw is a production multi-agent agentic AI operations system built on the OpenClaw framework. It handles marketing, research, compliance, onboarding, and transaction coordination for COAST brokered by eXp Realty — the #3 Mega Icon team in South Carolina (Real Trends Verified) and #1 eXp team in the state.

Is COASTclaw a vendor product?

No. COASTclaw is not a vendor product, a SaaS platform, or a template. It is a proprietary system designed, built, and maintained by a single builder-operator inside an active real estate team. It is not available for purchase or licensing.

How is COASTclaw different from Lofty, Structurely, or other real estate AI vendors?

Vendor products (Lofty, Structurely, Real Geeks, kvCORE) bolt AI features onto existing platforms. COASTclaw is custom infrastructure — a multi-agent system with its own configuration layer, self-healing diagnostics, and operational memory. It was built from the ground up for one team's specific workflows, not sold to many.

What does COASTclaw do for the team?

COASTclaw automates marketing production, research intelligence, compliance monitoring, agent onboarding workflows, and transaction coordination. It operates continuously, handles multi-step processes autonomously, and escalates to humans only when judgment is required.

Where can I read the architecture documentation?

The public field report is available in two parts on this site. Part 1 covers the architecture overview and design decisions. Part 2 documents the production deployment, operational hardening, and audit results. Both are linked from this page.

Press & Inquiries

Contact

For press inquiries, speaking engagements, or questions about the COASTclaw build, reach Donna directly.

[email protected] 843-422-9799