Take It Further - Production Guidance
Understand what changes for production deployment of document processing AI
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Understand what changes for production deployment of document processing AI
Ready for Production?
You've explored document processing AI. Now understand what changes when moving from this demo to a production deployment processing real planning applications.
What Would Change at Scale
The demo handles a few documents. Production systems need to process hundreds of planning applications with consistent accuracy and availability.
- Document Volume
- Document volume: From 10s to 1000s of applications per day
- Processing Capacity
- Processing capacity: Parallel processing, queue management
- Storage
- Storage: Long-term archive, retention policies
- Integration
- Integration: Planning portal, back-office systems
Customization Options
The demo uses sample planning forms. Production deployments are customized to your council's specific forms, validation rules, and back-office integrations.
| Customization | Description | Effort Estimate |
|---|---|---|
| Field Mapping | Field mapping: Map extracted data to your planning system schema | 1-2 weeks |
| Validation Rules | Validation rules: Custom validation for your authority requirements | 2-3 days |
| Document Types | Document types: Train on your specific form layouts | 2-4 weeks per form type |
| Output Formats | Output formats: Export to CSV, XML, or direct API integration | 1 week per integration |
Cost Projection
Costs scale with document volume and complexity. Here's a comparison between this demo and a typical production deployment.
| Service | Demo Costs | Production Costs (500 applications/month) |
|---|---|---|
| Amazon Textract (OCR) | $750-1500/month | |
| Amazon Comprehend (Entities) | $150-300/month | |
| AWS Bedrock (Intelligence) | $250-500/month | |
| Total | No cost to your council | $1150-2300/month (500 applications) |
Security Hardening Checklist
The demo prioritizes ease of exploration. Production deployments need additional security measures for handling sensitive planning documents.