AI Product and Experience Design
Design systems and user journeys for assistants, copilots, and AI-powered workflows that people actually trust.
AI Web Agency
AI Integrations That Actually Ship and Scale
Crimble Crumble helps ambitious teams move from AI prototypes to production systems. We architect MCP servers, model workflows, and end-to-end automations that improve real operational outcomes.
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AI Integrations Delivered
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Services That Hit Different
MCP Server and Agent Integrations
Connect models to your internal tools, CRMs, docs, and APIs using secure MCP server patterns and governed access.
AI Systems and Automation Engineering
Ship robust orchestration layers, eval pipelines, and observability that keep AI features reliable in production.
Featured AI Program
The Crumble AI Integration Stack
From LLM selection to tool-calling governance, we design AI systems that connect safely into your business stack. Think retrieval, workflow agents, MCP tool routers, and rigorous evaluation loops.
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.