Take It Further - Production Guidance
Understand what changes for production FOI redaction
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Understand what changes for production FOI redaction
Ready for Production?
You've explored PII detection. Now understand what changes when moving to a production deployment processing real FOI requests.
What Would Change at Scale
The demo handles a few documents. Production systems need to process hundreds of FOI requests with consistent accuracy and audit trails.
- Document Volume
- Document volume: From 10s to 100s of FOI requests per month
- Batch Processing
- Batch processing: Queue management for multiple documents
- Review Workflow
- Review workflow: Integration with FOI case management
- Audit Trail
- Audit requirements: Long-term retention of redaction logs
Customization Options
The demo uses default settings. Production deployments are customized to your council's specific PII types, thresholds, and workflows.
| Customization | Description | Effort Estimate |
|---|---|---|
| PII Types | PII types: Enable/disable specific entity types | 1-2 days |
| Thresholds | Confidence threshold: Adjust sensitivity per document type | 2-3 days |
| Custom Entities | Custom entities: Add council-specific patterns (case refs, etc.) | 1-2 weeks |
| Review Interface | Review interface: Integrate with existing FOI workflow | 2-3 weeks |
Cost Projection
Costs scale with document volume. Here's a comparison between this demo and a typical production deployment.
| Service | Demo Costs | Production Costs (500 documents/month) |
|---|---|---|
| Amazon Comprehend (PII) | $250-500/month | |
| AWS Lambda (Processing) | $25-50/month | |
| Amazon S3 (Storage) | $10-25/month | |
| Total | No cost to your council | $285-575/month (500 documents) |
Security Hardening Checklist
The demo prioritizes ease of exploration. Production deployments need additional security measures for handling sensitive FOI documents.