Content AI assistants, automated processing, MCP servers, custom workflows. Claude Code, Anthropic SDK, Model Context Protocol - production AI integrations that actually move the needle.
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Chat-based editing for your CMS, internal knowledge bases, or customer-facing help. Built properly, not glued on with a prompt.
Expose your systems to Claude, Cursor, or any MCP-capable client. Your tools become a natural-language interface for your team.
Retrieval-augmented generation across your documents, sites, and databases. Answers grounded in your content, not invented.
Multi-step agents that do the work, not just describe it. Content audits, data analysis, support triage - running autonomously with audit trails.
Prompts that perform. Eval suites that catch regressions. AI engineering, not prompt-poking - built the way we ship our own AI.
Bring your own API key or run open-weight models on your own infrastructure. No data leaves your stack if that's your requirement.
Half of what people ask for is not the right job for AI. We'll tell you honestly if your idea is a fit, a half-fit, or a waste of money.
Working prototype in under a week. Real data, real prompts, real evals. You see if it actually works before anyone writes a production spec.
Proper AI engineering - caching, evals, observability, guardrails. Production AI behaves very differently from demo AI, and we know the difference.
Eddi is our AI content assistant for Umbraco, with 240 tests passing and real editors using it daily. EditMyPDF fills forms from plain-English profiles. This website uses Claude-driven scaffolding for its content and pages.
We are not advising on AI from the sidelines - we are shipping it.
Whether it's a SaaS product, a platform, or something you've been sketching on the back of a napkin. We ship things that work.
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