Pillar 02
We ship agents and RAG systems that run in production. With evals, cost budgets, guardrails, and clean integration into existing business processes.
A structured one- or two-day workshop. We identify business processes with real AI leverage, estimate ROI and scope realistically, recommend architecture (Claude Agent SDK, OpenAI, open source, self-hosted), and clarify data governance and compliance implications.
Deliverable
Prioritized use-case matrix, architecture sketch, effort and cost estimate for top three cases, recommendation for a phase-one pilot.
Business-specific agents with Claude Agent SDK or Anthropic API. Tool-use integration into CRM, ERP, ticketing systems, and databases. Prompt caching for cost control (up to 90 % fewer tokens on long contexts). Streaming UI, human-in-the-loop flows, escalation paths.
Deliverable
Production agent with API, UI integration, test suite, deployment scripts, and runbook for your support team.
Document ingestion (PDF, DOCX, Confluence, SharePoint, Notion, Markdown), embedding pipeline with chunking strategies, retrieval tuning with reranking, citation handling, eval framework for relevance and hallucination rate.
Deliverable
Index pipeline, query API, integrated chat interface, eval report with measurable ground-truth metrics.
Eval suite for your production system, drift monitoring for quality and cost, per-endpoint latency budgets, A/B testing of prompts and models, guardrail layer for content safety and data leakage, observability for tool-use chains.
Deliverable
Eval harness, monitoring dashboard, automated regression gating in CI, monthly quality report.
Stack
Models
Frameworks
Vector + Storage
Ops
Short scoping call, clear proposal, kick-off in two to four weeks.
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