Retrieval-Augmented Generation (RAG)
Let AI answer using your company's own documents, policies, manuals, and knowledge base.
Technical detail
Document ingestion, embeddings, semantic search, retrieval pipelines, context windows, metadata filtering, access permissions, citation generation, and response validation.
AWS Bedrock Knowledge Bases
AWS Bedrock Knowledge Bases is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
Azure AI Search
Azure AI Search is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
Chroma
Chroma is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
Claude knowledge projects
Claude knowledge projects is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
LangChain
LangChain is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
LlamaIndex
LlamaIndex is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
OpenAI file search
OpenAI file search is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
Pinecone
Managed serverless vector database purpose-built for high-recall, low-latency retrieval at production scale.
Qdrant
Qdrant is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
Vertex AI Search
Vertex AI Search is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
Weaviate
Weaviate is a tool in the Retrieval-Augmented Generation (RAG) category. A full profile — usage, leverage, SWOT, short- and long-term outlook — is being prepared.
Used in these services
Engagements where tools in retrieval-augmented generation (rag) typically deliver value.
AI Knowledge Base / RAG Systems
Retrieval-grounded assistant over your SOPs, contracts, and tribal knowledge — with citations, access controls, eval suites, and a quality bar you can defend in audit.
AI Agents & Business Assistants
Agentic systems with tool-calling, retrieval, memory, and human-in-the-loop guardrails — the same pattern behind our HomeHealthQ and Mazall Connect deployments.
AI Governance, Risk & Compliance
Usage policy, data-classification gates, vendor risk reviews, prompt-injection controls, and audit trails — grounded in real FedRAMP/FISMA delivery experience.
AI Workflow Automation
Ship a production automation in 4–6 weeks: triggers, AI steps, integrations, approvals, and observability — measured in hours saved and error rate, not demos.
AI Strategy Consulting
A 2-week diagnostic that names the 3 workflows where AI pays back in 90 days — with ROI math, a tool shortlist, and a sequenced 30/60/90 plan your CFO will sign.
AI Product & Tool Reviews
10-dimension vendor scoring (capability, data policy, integrations, TCO, lock-in) plus a sandbox pilot on your real workflow — delivered as a buy/skip recommendation.
AI Sales & CRM Intelligence
AI inside your CRM: lead scoring tuned to closed-won, call/email summarization, next-best-action, and proposal drafting — measured against pipeline velocity, not vanity opens.
AI Operations Intelligence
Pipe scattered ops data into one warehouse, then layer AI summaries, anomaly alerts, and a weekly executive brief — so leadership reads the business, not the spreadsheets.
Need a deeper look at any tool in this category, or a head-to-head comparison? Book a 30-minute briefing.