nnaru unifies multi-model LLM pipelines, hybrid vector retrieval (RAG), and human-in-the-loop guardrails to automate complex document processing, customer triage, and cross-system ERP/CRM workflows with enterprise-grade reliability.
Built for deterministic accuracy and auditability—transforming unstructured enterprise inputs into verified system actions.
pgvector Index| Run ID | Workflow Pipeline | Model / Vector | Confidence | Status |
|---|---|---|---|---|
| #wf_9842 | Invoice_OCR_to_SAP_Sync | Vertex-Pro + pgvector | 99.7% | Auto-Committed |
| #wf_9841 | Support_Tier1_RAG_Resolver | Azure-GPT4o + HybridRAG | 98.9% | Auto-Committed |
| #wf_9840 | Contract_Clause_Risk_Audit | Vertex-Pro + LegalIndex | 91.2% | Human Review |
| #wf_9839 | Weekly_KPI_Executive_Digest | Python-Worker + LLM | 99.9% | Dispatched |
Purpose-built modules that turn raw foundation models into governed, production-grade business operations.
Dynamic multi-model routing across Google Cloud Vertex AI and Azure OpenAI with enforced Pydantic JSON schemas, automatic retry logic, and deterministic fallback rules.
Connect directly to existing ERPs, CRMs, and workspaces via bidirectional REST/GraphQL webhooks without ripping and replacing legacy databases.
Zero customer data training policy, automated PII masking prior to LLM inference, role-based access control (RBAC), and TLS 1.3 / AES-256 encryption.
Full observability over every workflow execution—track latency, token consumption, field-level confidence scores, and net hours saved across departments.
Engineered for high availability, horizontal autoscaling, and enterprise security compliance.
Vertex AI, Cloud Run, Cloud SQL & Pub/Sub
Azure OpenAI Service & Container Apps
FastAPI, LangGraph, Pydantic & Async Workers
Isolated Container Runtime & Microservices
Control Plane UI, SSR & Edge Webhooks
Hybrid Vector Embeddings & Relational Store
We onboard new enterprise teams in weekly cohorts to ensure dedicated pipeline architecture support and custom connector setup.
Connect directly with our founding engineering team or reach out to our official support desk.
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· Questions? Email contact@nnaru.com