RAG pipelines
Retrieval systems that find the right context from your documents and generate grounded, cited answers.
RAG & Agentic Systems
AI grounded in your knowledge - and capable of taking action
We build retrieval-augmented generation pipelines that answer from your documents and agentic systems that execute multi-step workflows autonomously - with guardrails, traceability, and human oversight.
- RAG pipelines grounded in your data
- Multi-step agentic workflows
- Tool use, planning, and human-in-the-loop
Document pipeline
LiveIntake
Fax · PDF · form
Classify
Document type
Extract
Fields & data
Validate
Rules & checks
Human review
Routed to EHR
What we build
From retrieval to autonomous action
Advanced AI architectures that go beyond simple chat to real work.
Agentic workflows
Multi-step agents that plan, reason, use tools, and complete complex tasks autonomously.
Tool integration
Connect agents to APIs, databases, and business systems so they can take real action.
Advanced retrieval
Hybrid search, re-ranking, and query expansion for high-precision document retrieval.
Safety and oversight
Guardrails, approval gates, and audit trails that keep agents accountable and predictable.
Multi-agent orchestration
Coordinate multiple specialized agents to solve complex, cross-domain problems.
How it works
Answers with receipts - actions with guardrails
Every RAG response cites its sources so users can verify. Every agent action is logged and reviewable. When the system encounters uncertainty, it asks for human guidance instead of guessing.
- Inline citations linking back to source documents
- Step-by-step agent reasoning traces for auditability
- Human approval gates on high-stakes actions
How we work
From knowledge base to working system
A structured path to reliable, grounded AI.
- 01
Map knowledge and tasks
We identify your data sources, document types, and the actions agents need to perform.
- 02
Design the pipeline
We architect the retrieval, generation, and agent orchestration layers.
- 03
Build and tune
We develop the system, optimize retrieval quality, and validate agent behavior.
- 04
Integrate and deploy
We connect to your systems and deploy with monitoring and safety checks.
- 05
Iterate and expand
We refine retrieval accuracy and expand agent capabilities based on real usage.
The payoff
What RAG and agents deliver
Knowledge access and task automation that scales.
Instant knowledge access
Staff get accurate answers from your entire knowledge base in seconds, not hours.
Automated workflows
Complex multi-step tasks run autonomously with human oversight where it matters.
Trustworthy outputs
Every answer is cited, every action is logged - verifiable and auditable.
Always current
RAG systems reflect the latest version of your documents without retraining.
Scales with demand
Handle thousands of queries and tasks without adding headcount.
Domain precision
Grounded in your data, not the open internet - accurate for your specific context.
Under the hood
Technologies we build with
LLMs
- GPT-4
- Claude
- Llama 3
- Gemini
Frameworks
- LangChain
- LlamaIndex
- CrewAI
- AutoGen
Vector stores
- Pinecone
- pgvector
- Weaviate
- Qdrant
Infrastructure
- Docker
- Kubernetes
- Redis
- PostgreSQL
FAQ
Questions, answered
Still deciding? These are the things teams ask us most - and if yours isn't here, a 30-minute call will cover it.
RAG (Retrieval-Augmented Generation) grounds AI answers in your actual documents instead of relying on training data. This means accurate, current, cited responses.
Chatbots answer questions. Agents take actions - they can search, calculate, call APIs, update records, and complete multi-step tasks with planning and reasoning.
We build with guardrails, approval gates, and rollback capabilities. High-stakes actions always require human approval.
RAG systems automatically reflect the latest version of your documents. When you update a policy, the system uses the new version immediately.
Yes. We integrate agents with APIs, databases, and tools so they can orchestrate work across your entire tech stack.
Explore more services
Let's scope your project
Tell us what you're trying to solve. We'll come back with a clear, fixed-scope plan - no jargon, no obligation.