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AI Services

From AI pilot to production, without the detours

AI Services philosophy

There is no shortage of AI enthusiasm in enterprise organizations right now. What's in short supply is the ability to move from pilot to production, to connect AI to real systems, real content, and real workflows, and to do it in a way that holds up under compliance scrutiny and operational pressure.

That's what TechGuilds brings. We work at the framework level, inside the platforms you already run, with the governance and observability your IT and legal teams will actually sign off on.

What we do

AI Strategy & Readiness

Start with clarity, not just ambition.

AI investments fail most often not because of bad technology, but because of poor sequencing. The wrong use case gets funded first, the data isn't ready, or the build decision gets made without the right context. TechGuilds helps organizations get this right before committing to execution.

What’s covered

  • AI opportunity assessment and use case prioritization
  • Data and content readiness review
  • LLM selection guidance based on your use case, not vendor preference
  • Phased AI roadmap with clear ownership and success criteria

Agentic AI Development

Custom agents built to run in production, not just pass a demo.

Building a convincing AI prototype is easy. Building an agent that handles edge cases, integrates with your systems, escalates to humans at the right moment, and holds up under real workloads is a different problem entirely. TechGuilds develops custom AI agents and multi-agent systems using LangChain, LangGraph, and LangSmith — the same frameworks that power Kajoo.ai. We work at the lowest level of the agentic stack, which means we can build what off-the-shelf platforms cannot.

What’s covered

  • Single and multi-agent development for custom workflows
  • Agent orchestration and task planning across complex pipelines
  • Human-in-the-loop design for approval, review, and escalation flows
  • Tool and API integrations with enterprise systems and content platforms
  • LangSmith-based observability, tracing, and evaluation

AI Workflow Automation

Connect your LLMs to the systems your teams actually use.

A standalone AI tool that sits outside your existing stack adds work, not value. TechGuilds designs and implements AI workflow pipelines that connect language models to your CMS, your data sources, and your approval processes, so AI augments how your teams already work rather than creating a parallel system they have to maintain separately.

What’s covered

  • Prompt engineering and pipeline architecture
  • RAG (retrieval-augmented generation) implementation for grounded, accurate outputs
  • Integration with Sitecore, AEM, Optimizely, and Contentstack
  • Automation of content creation, review, tagging, and publishing workflows
  • Monitoring and continuous improvement of live pipelines

LLM-Ready Content Conversion

Your content library is larger than any LLM can read. We fix that.

Most enterprise organizations are sitting on years of content locked in formats that LLMs cannot reason over effectively: PDFs, scanned documents, legacy HTML, unstructured knowledge bases. When you try to build AI on top of this content, you get unreliable outputs, missed information, and systems that can't be trusted. TechGuilds builds scalable pipelines to transform this content into structured, LLM-friendly formats, properly chunked, tagged, and embedded for search and retrieval.

What’s covered

  • PDF-to-structured-content pipelines at scale
  • Legacy HTML and document transformation
  • Metadata tagging and content enrichment
  • Chunking and embedding strategy for vector search and RAG
  • Automated publishing to Sitecore, AEM, Contentstack, and other CMS platforms

FAQ

Common questions

Do you do AI strategy or just implementation?

Both. TechGuilds approaches AI services as a full-cycle practice, from initial strategy and use case definition through to implementation, integration, and ongoing optimization. We help clients determine where AI creates genuine value in their digital operations before recommending any specific solution or tool. The starting point is always an honest assessment of your current environment, your team's capacity, and where AI can deliver measurable outcomes — not a default to AI for its own sake.

What's Kajoo.ai and how is it related to your client work?

Kajoo.ai (kajoo.ai) is TechGuilds' proprietary AI-native delivery platform. Unlike its predecessor Kajoo Classic, which focused on design-to-code conversion, Kajoo.ai uses multi-agent orchestration to automate entire digital delivery workflows end-to-end. Specialized agents handle distinct tasks — including discovery, code analysis, component migration, QA, and reporting — bundled into Recipes: pre-configured workflows for specific use cases like migrating a legacy CMS to SitecoreAI or converting Figma designs into headless components. Kajoo.ai is available as a licensed SaaS platform. TechGuilds wraps a professional services layer around it for clients who need more than the software alone, covering AI strategy, recipe configuration, team training, and migration guidance.

Which industries have you built AI systems for?

Our AI-enabled delivery work spans consumer goods and beauty, public health and government, regulated and mission-driven sectors, nonprofit and association, senior living, and financial services. Our AI services practice is sector-agnostic, though we bring particular depth to organizations with complex content ecosystems, regulatory requirements, or multi-brand digital operations where the scale of the problem makes AI-assisted delivery a clear fit.

How do you handle data privacy and governance in AI projects?

TechGuilds takes a responsible and client-specific approach to data privacy in AI engagements. For clients in regulated sectors, we design AI integrations with compliance requirements built in from the architecture stage. For AI services broadly, we work with clients to define what data is used, how it is stored, and who has access before any system is built. Governance processes — including access controls, audit trails, and role-based permissions — are scoped as part of the engagement rather than treated as an afterthought.

What's the difference between your AI Services and standard consulting firms?

Three things set TechGuilds apart. First, we have a proprietary AI platform. Kajoo.ai is not a methodology or a framework on a slide deck — it is production software that runs inside real client engagements and delivers measurable results. Second, we have vertical depth in Sitecore and enterprise DXP, which means our AI services are grounded in the platforms enterprise clients actually run, not generic AI tooling applied to generic problems. Third, our team is senior-led and hands-on. When TechGuilds is on a project, the people who shaped the approach are the people doing the work.