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Agentic AI, automation & ML

Claude harnesses, workflow automation, enterprise chatbots, RAG knowledge systems, ML features, and AI product engineering.

Agentic AI Systems

Claude-powered agentic harnesses with tools, memory, evals, and guardrails for real operator work.

We design and ship production agentic systems on Claude: tool-using agents, orchestration loops, policy guardrails, and evaluation harnesses so agents complete multi-step work reliably, not one-off chat demos.

  • Claude agentic harness design
  • Tool calling and orchestration
  • Guardrails and approvals
2-6 weeks

Workflow Automation

End-to-end business workflows where Claude agents handle intake, routing, follow-up, and handoffs.

Replace brittle zap-style chains with agentic workflow automation: Claude harnesses that read context, call internal tools, update CRMs, and escalate to humans when needed, built for operators who need reliability at volume.

  • Multi-step agent workflows
  • CRM and ops tool integrations
  • Human-in-the-loop gates
2-5 weeks

Enterprise Chatbots

Product and support chatbots grounded in your data, with Claude reasoning and safe tool use.

Ship customer-facing and internal chatbots that use Claude inside a controlled agentic harness: retrieval, tools, tone policies, and escalation paths that match how your business actually works.

  • Claude conversational agents
  • Retrieval-grounded answers
  • Tool-enabled actions
2-4 weeks

RAG & Knowledge Systems

Enterprise knowledge bases with retrieval, chunking strategy, and Claude-grounded responses.

Build RAG pipelines that keep Claude answers grounded in your docs, tickets, and product data, with evaluation harnesses that measure faithfulness, coverage, and latency before you scale.

  • Document ingestion pipelines
  • Vector search and hybrid retrieval
  • Claude grounded generation
3-6 weeks

ML Product Features

Machine learning features embedded in products: ranking, classification, and prediction with clear ROI.

We integrate ML into product surfaces: classification, ranking, forecasting, and assistive features, wired through the same agentic patterns so models and Claude agents work as one system.

  • Feature design and scoping
  • Model integration and APIs
  • Feedback and labeling loops
3-8 weeks

AI Product Engineering

Full AI product delivery: interfaces, APIs, and agentic backends that operators trust in production.

From prototype to production: we engineer the product shell around your Claude harness, auth, admin, analytics, and deployment, so AI capabilities become durable business systems.

  • AI product architecture
  • Agent harness + UI delivery
  • Auth, roles, and audit logs
4-10 weeks