AI-Native Web Apps & Marketing Sites
Fast, SEO-strong frontends (including Astro) with embedded assistants, dashboards, and conversion paths built for how buyers evaluate AI vendors.
Sydney · AI web · MCP · Agents
Web Strategy for an AI Era
We are a Sydney-based AI web development agency. We design and build AI-native websites and applications, and we specialise in Model Context Protocol (MCP) integrations that let modern assistants safely read and act on the systems you already run—CRMs, ERPs, service desks, and bespoke internal tools—without a rip-and-replace project.
Chris Ried / Unsplash
Latest from the blog
This website: a real-world demonstration of AI-driven web development
4 May 2026
Two decades shipping software, no knack for visuals—yet this site still went up fast. The harder work afterwards is wiring sensible AI into what you already run, not one-off pretty pages.
Read the articleWhat We Deliver
Engagements usually blend product UX, integration architecture, and rollout discipline—so your AI story is credible on the website and dependable behind the login wall.
MCP Servers & Legacy Tooling
Expose ERPs, ticketing systems, internal APIs, and databases to Claude, Cursor, and custom agents via governed MCP—without rewriting your core stack.
Agents, RAG & Production Ops
Orchestration, retrieval, evals, and observability so AI features stay accurate, on-policy, and cost-aware after launch.
Legacy systems · MCP
AI-Enable What You Already Own
Replacing core systems is expensive and risky. MCP lets you expose curated capabilities—tickets, orders, inventory lookups, policy docs, workflows—to AI clients through a standard tool surface, with auth, auditing, and rate limits you control.
- Wrap SOAP/REST APIs, message queues, and SQL behind MCP tools with explicit intent boundaries.
- Pair integrations with human-in-the-loop UX so teams trust outputs on day one.
- Design for observability: traces, tool-call logs, and eval suites tuned to your domain.
- Ship incrementally: one high-value workflow at a time, measured against business KPIs.
Featured AI Program
The Crumble AI Integration Stack
From LLM routing and guardrails to MCP tool surfaces on top of legacy APIs, we connect models to the systems that matter—then prove reliability with evals, red-team scenarios, and production telemetry.
How We Build
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1 / Discover
Map opportunities, data boundaries, and measurable business wins for AI adoption.
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2 / Integrate + Build
Implement AI agents, MCP endpoints, and automation flows with clear guardrails.
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3 / Observe + Optimize
Monitor quality, latency, and cost with evals and continuous model improvements.
Ready to Crimble Your Crumble?
If your team is exploring AI but stuck in pilot mode, we should talk. We build production-ready AI systems that your teams can trust and use daily.