Crimble Crumble

Services

Mobile Apps, AI Products—and the Systems Behind Them

Crimble Crumble pairs mobile app delivery with modern AI web development and deep integration work. Whether you need an App Store launch, a credible public presence, or MCP connectors into heritage platforms, we scope thin vertical slices that prove value before scaling spend.

Mobile app development → MCP & legacy stacks → WordPress migrations → AI-native web →

WordPress to EmDash Migrations

Move posts, pages, media, and custom content types onto EmDash—Astro themes, sandboxed plugins, and optional edge hosting—with honest scoping for page builders, commerce, and cutover testing.

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AI-Native Web Development

Marketing sites, product landing zones, and authenticated app shells optimised for performance and SEO—embedding assistants, dashboards, and onboarding flows that reflect how you sell AI.

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AI Integration Strategy

Prioritise use cases by ROI, risk, and data readiness; align stakeholders on pilot scope, compliance checkpoints, and “definition of done” for AI features.

Agent Workflow Engineering

Tool-calling agents with retries, structured outputs, human approvals, and escalation paths tuned for operational workloads—not toy demos.

RAG and Knowledge Systems

Chunking, embeddings, citation UX, and freshness guarantees so answers stay grounded in approved sources.

Observability, Evals & Cost Controls

Tracing, regression suites, synthetic adversarial tests, and budget guardrails so teams can iterate without surprises.