Prompt Validation
What Is Prompt Validation?
The Prompt Validation Workbench enables business users to author validation rules in plain English — no code, no deployments, no IT tickets. Rules take effect immediately and can be tested, versioned, and governed through a unified interface.
Instead of writing Apex validation rules or Flow conditions, a contract analyst types: "Reject any quote line where the unit price is below 85% of WAC for specialty medications" — and the system enforces it in real-time.
Three-Pane Interface
The workbench uses a resizable three-pane layout with widths persisted in localStorage:
- Left Panel — Policy List: All validation policies with search, filter by scope (All, All Accounts, Named, Segment), and status indicators (Active, Draft, Archived)
- Center Panel — Editor: Natural language compose area with AI-assisted policy generation, readiness checks, and safe activation workflow
- Right Panel — Test Suite: Create and run test packs against policies, view pass/fail results, and get AI coaching on policy improvements
Composing a Validation Policy
Write the Rule in Plain English
Enter a natural language description of the business rule you want to enforce. Example: "Flag any quote where total chargeback exceeds $500K per medication group without VP approval."
AI Generates the Policy
The system parses your intent, generates structured validation logic, and displays a preview of what will be enforced. Review the generated policy for accuracy.
Run Readiness Check
Before activation, the readiness check validates the policy against existing data to estimate its impact. View the blast radius (how many records would be affected).
Create & Run Test Packs
Build test scenarios that exercise the policy against edge cases. Each test pack produces pass/fail results showing how the policy responds to different inputs.
Activate the Policy
Once the readiness check passes and test packs confirm expected behavior, activate the policy. It takes effect immediately — no deployment required.
Business Mode vs. Advanced Tools
The workbench offers a Business Mode toggle that simplifies the interface for non-technical users, hiding advanced features like version diffs, export/import, and cross-check panels.
Versioning & Governance
Version Diffs
Every policy change creates a new version. Side-by-side diffs show exactly what changed between versions — added rules in green, removed in red, modified in amber.
Account Policy Assignment
Policies can be assigned at three scope levels:
- Named: Apply to specific accounts by name
- Segment: Apply to all accounts in a segment (e.g., "Specialty", "Acute Care")
- All: Apply universally to all accounts
Multi-Model Cross-Check (Governance)
The governance dashboard runs policies against a panel of multiple AI models (jurors) to detect hallucination risk. Each juror independently evaluates the policy and reports its decision, confidence, and agreement with the anchor model.
Feedback Loop
Users can submit feedback on policy decisions: Helpful Not Helpful Incorrect Decision False Positive False Negative. Feedback is aggregated in the governance dashboard for policy refinement.
Export / Import
Policies can be exported as JSON for backup, sharing across orgs, or version control. Import allows restoring or migrating policies.
