Compliance
~3 min read
Concept & How It Works
Why Does It Exist?
A single agent logging PII to an unapproved region or making binding legal statements without audit trails can trigger fines, contract breaches, and loss of customer trust.
Real-World Analogy
Airline safety checklists: every flight follows the same inspected procedures whether the pilot is tired or the weather is clear — compliance isn't optional polish.
Visual Workflows
What is Compliance?
Example
Scenario
A healthcare agent detects PHI in a user message, redacts it before the LLM call, routes inference through a BAA-covered endpoint, and stores only hashed session IDs with a 30-day retention policy.
Solution
In Enterprise AI, apply Compliance to this scenario: A healthcare agent detects PHI in a user message, redacts it before the LLM call, routes inference through a BAA-covered endpoint, and stores only hashed session IDs with a 30-day retention policy. Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.
Practice Task
Do this before moving to the next module — reading alone is not enough.
Open the Code Walkthrough below and run it locally. Change one parameter related to Compliance (e.g. model, temperature, top_k, or tool name), observe the difference in output, and write 2–3 sentences explaining what changed.
Code Walkthrough
Highlighted lines show where Compliance happens in the code.
1# Compliance — minimal example2from openai import OpenAI3
4client = OpenAI() # create API client5
6# Ask the model to explain this topic7response = client.chat.completions.create( # core API call for Compliance8 model="gpt-4o-mini",9 messages=[10 {"role": "system", "content": "You explain compliance clearly."},11 {"role": "user", "content": f"What is compliance?"},12 ],13 temperature=0,14)15print(response.choices[0].message.content) # show output for debuggingCommands to Remember
Commands to Remember
pip install langchain chromadb # enterprise RAG stackpip install python-jose # JWT identity tokens
Common Mistakes
- Treating Compliance as a black box without evaluation
- Ignoring cost and latency in production
- Skipping error handling for compliance
Cheat Sheet
Quick recap — the most important points from this module.
Cheat Sheet
quick ref- •Compliance
- •Data Residency
- •PII Redaction
- •Retention Policy