Enterprise AI Agents & RAG Knowledge Base Pipelines
Turn enterprise documents and workflows into evaluated AI assistance with role-aware access, source attribution, monitored actions, and explicit fallback behavior.
Engineering Deliverables & Verifiable Outcomes
Fixed-scope, sprint-based implementation plan with transparent deliverables at every milestone.
Ingesting PDFs, DOCX, Notion, Slack, databases, and APIs with semantic chunking and high-dimensional vector embeddings.
Multi-stage retrieval, reranking, source attribution, answer constraints, and fallback behavior designed to reduce unsupported answers.
Tool-calling agents capable of querying CRMs, generating proposals, classifying support tickets, and triggering API actions.
Strict tenant isolation, audit logging, data masking, and options for EU-hosted or on-premise private LLM deployment.
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For: Enterprise AI Agents & RAG Knowledge Base PipelinesFrom Toy Chatbots to Production Enterprise Agents
Basic chatbots often struggle with unsupported answers, missing business context, permissions, and multi-step actions. Enterprise deployments need evaluated, observable systems with access control, bounded tools, fallbacks, and human review where risk requires it.
We engineer enterprise-grade AI agents that understand your data, execute complex workflows, and integrate directly with your tech stack.
┌─────────────────────────────────────────────────────────────┐
│ Enterprise Document & Database Sources │
│ (Contracts, Technical Specs, Notion, CRM, SQL) │
└──────────────────────────────┬──────────────────────────────┘
│ Semantic Chunking & Embedding
▼
┌─────────────────────────────────────────────────────────────┐
│ High-Dimensional Vector DB (Qdrant / Pinecone / pgvector) │
└──────────────────────────────┬──────────────────────────────┘
│ Hybrid Query + Reranking
▼
┌─────────────────────────────────────────────────────────────┐
│ Autonomous Agent Engine (Tool Calling & Fact Verification) │
└──────────────┬──────────────────────────────┬───────────────┘
│ │
▼ ▼
[Verified Citation] [API Action: CRM / ERP Sync]Key Agent Capabilities
- Autonomous Tool Execution: Agents query your CRM, generate PDF quotes, schedule calendar appointments, or trigger webhook webhooks.
- Hierarchical Access Control: Respect user permission levels so employees only query documents they are authorized to view.
- Multilingual Understanding: Native comprehension and responses in German, English, Arabic, and Russian across global teams.
Deliverables & Milestones
| Stage | Focus Area | Deliverable |
|---|---|---|
| 01. Discovery & Data Audit | Data mapping & use case scoping | Technical requirements & vector pipeline architecture |
| 02. RAG Foundation | Chunking, embeddings & vector store | Working retrieval API with citation accuracy testing |
| 03. Agent Tooling | CRM/ERP integrations & action loops | Autonomous multi-step workflow execution |
| 04. Security & Deployment | RBAC, penetration testing, telemetry | Production deployment with monitoring dashboard |
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For: Enterprise AI Agents & RAG Knowledge Base PipelinesTechnical & Commercial Clarity
Answers to the most critical architecture, indexing, and investment questions.
Retrieval, reranking, source attribution, constrained prompts, abstention rules, tool permissions, and human escalation can reduce risk but cannot make a probabilistic model error-free. We measure retrieval quality and answer faithfulness on an agreed evaluation set and monitor production failures.
See how this capability connects to a real build
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For: Enterprise AI Agents & RAG Knowledge Base Pipelines