Prompt Details
Model
Chat - (gpt-5.5)
Token size
309
Example input
[Describe your SaaS/project]: Multi-branch enterprise travel management platform handling quotations, reservations, and ticketing workflows.
[List frameworks, backend, database, infrastructure]: Next.js, TypeScript, Node.js, Prisma ORM, PostgreSQL
[Describe the issue]: Quotation creation intermittently fails during simultaneous agent activity.
[Paste logs]: PrismaClientValidationError: Foreign key constraint violation detected.
[Describe expected outcome]: Quotation workflows should process reliably without validation or synchronization failures.
Example output
ROOT CAUSE ANALYSIS
Detected mismatch between frontend validation schema and Prisma database constraints causing silent API failures during quotation creation.
SYSTEM WEAKNESSES
- duplicated validation logic
- inconsistent API response handling
- missing transactional safeguards
- poor error visibility
IMMEDIATE FIXES
- align frontend and backend validation
- add structured API error handling
- validate database relations before mutation
PERMANENT ARCHITECTURAL FIXES
- centralized validation architecture
- typed API contracts
- transaction-safe workflow orchestration
OBSERVABILITY IMPROVEMENTS
- request tracing IDs
- structured logging middleware
- centralized error monitoring
PRODUCTION RECOMMENDATIONS
Implement deterministic validation and observability pipelines before scaling concurrent operations.
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GPT-5.5
Professional AI engineering prompt for debugging and stabilizing SaaS applications.
Designed for:
- Next.js
- Node.js
- TypeScript
- Prisma
- PostgreSQL
- AI-assisted development
This prompt helps identify:
- Internal server errors
- API mismatches
- Database schema conflicts
- Frontend/backend drift
- Deployment instability
- Async failures
- AI-generated code inconsistencies
Perfect for developers building CRM systems, dashboards, operational platforms, and enterprise SaaS products.
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Added 1 week ago
