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AI guardrails and evaluation

Personal data redacted, answers tested against a test set, and quality tracked.

How it works · AI guardrails and evaluation

In

  • Conversation log
  • Test set
  • Policies
  1. 1

    Redact

    Personal data removed

    PII removed

  2. 2

    Test

    Answers scored on a test set

    92 of 100

  3. 3

    Review

    Failures reviewed by a person

    8 reviewed

    Human checkpoint

  4. 4

    Track

    Quality tracked over time

    Dashboard

Out

  • Dashboard
  • Gap report
  • Change log
AI guardrails and evaluation. Inputs: Conversation log, Test set, Policies. Steps: Redact, Personal data removed; Test, Answers scored on a test set; Review, Failures reviewed by a person; Track, Quality tracked over time. Outputs: Dashboard, Gap report, Change log.

How it works

01

The problem

AI answers go out without anyone checking their quality.

Step by step

  1. 01Redact. Personal data removed.
  2. 02Test. Answers scored on a test set.
  3. 03Review. Failures reviewed by a person.Human checkpoint
  4. 04Track. Quality tracked over time.

Tools and control

02

Connects

  • OpenAI
  • Anthropic Claude
  • PostgreSQL
  • Grafana

Built on n8n. Equivalent tools can be swapped in.

Human control

A person stays in control at the "Review" step. Everything else runs on rules you agree, with every run logged.

Next step

What would you like to improve?

Tell us what is taking too much time, what is difficult to manage, or what you would like your systems to do differently. You do not need a technical specification to start.