Enterprise LLM Architecture

Domain‑Specific Assistants, Compliance, Governance, and Agentic Business Workflows

Overview

Enterprise LLM systems require structured architecture supporting compliance, governance, domain‑specific intelligence, and agentic workflow automation. Slide 121 outlines how these elements unify into a scalable AI operating model.

Key Concepts

Domain‑Specific Assistants

Specialized LLMs tuned to business functions such as finance, HR, legal, and operations.

Compliance‑Aware Systems

Policies integrated into the LLM runtime including PII filtering, policy‑based redaction, and audit metadata.

Governance Layer

Controls around model access, versioning, evaluation, and enterprise‑grade monitoring.

Agentic Workflows

Multi‑step autonomous or semi‑autonomous business workflows executed by LLM‑powered agents.

Process Architecture

1. Intake

Queries, documents, or system triggers enter the pipeline.

2. Policy & Compliance

Redaction, risk checks, and authorization controls applied.

3. Domain AI Layer

Specialized models generate validated outputs.

4. Agentic Action

LLM‑driven workflows execute tasks or return results.

Use Cases

Compliance Automation

Real‑time screening, audits, and evidence generation.

Finance Assistants

Forecasting, reporting, reconciliation, and variance analysis.

Customer Operations

Agentic ticket workflows, triage, and contextual automation.

Traditional vs Agentic Enterprise AI

Traditional

  • Static workflows
  • Manual review loops
  • Fragmented compliance
  • Department‑siloed automation

Agentic LLM‑Powered

  • Dynamic workflow orchestration
  • Continuous compliance enforcement
  • Central governance layer
  • Cross‑department domain assistants

FAQ

How do domain‑specific assistants differ from general LLMs?

They include organization‑specific rules, data, terminology, and role‑based logic.

Is compliance handled before or after model inference?

Both. Pre‑processing and post‑processing enforce full lifecycle compliance.

What makes a workflow agentic?

The ability to reason, sequence tasks, take actions, and self‑correct.

Build Your Enterprise LLM Architecture

Bring domain‑specific intelligence, compliance, and agentic workflows into your organization.

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