Built with Poolside?
Let's make sure it's production-ready.
Poolside is an AI coding assistant trained specifically on code generation tasks, providing high-quality completions and implementations across multiple languages. It focuses on producing accurate, idiomatic code with strong language-specific understanding. We help non-technical founders identify and fix the issues AI tools leave behind.
Common issues we find in Poolside code
These are real problems we see in Poolside projects during our audits — not hypotheticals.
Code-only focus misses authentication requirements
Poolside generates high-quality application code but doesn't add authentication, authorization middleware, or access control by default — leaving API endpoints and data unprotected.
Generated code may not fit your project's architecture
Poolside produces idiomatic, high-quality code, but without deep knowledge of your project's specific architectural patterns, the generated code may conflict with your established service layers and module boundaries.
No deployment or infrastructure awareness
Poolside focuses on application code and does not generate Dockerfiles, deployment scripts, environment configuration, or CI/CD setup. Production deployment requires separate work.
Input validation present in generated code but not at API boundaries
Poolside validates data within functions but may skip HTTP-layer input validation — allowing malformed or oversized payloads to reach application logic before being caught.
Algorithm correctness prioritized over production performance
Generated implementations are algorithmically correct but may not account for production-scale data volumes, connection pooling, or the query patterns that matter for your specific use case.
Generated code doesn't account for error propagation paths
Poolside generates code with correct happy-path logic but inconsistently handles error propagation — some errors are caught locally, others bubble up uncaught to crash callers.
Tests generated for individual units, not system behavior
Poolside generates unit tests for the code it writes, but system-level behavior tests, integration tests, and end-to-end flows are not included.
Language idioms not always consistent with team conventions
Poolside uses idiomatic patterns for each language, but these may differ from your team's established style guide — different async patterns in Python, different React state patterns, etc.
How we can help with your Poolside project
From security reviews to deployment, we cover everything you need to go from prototype to production.
Security Review
Deep security analysis and hardening
Fix Bugs
Resolve issues and unexpected behavior
Deploy & Ship
Get your Poolside app to production
Refactor Code
Clean up AI-generated or legacy code
Performance
Make your Poolside app faster and more efficient
Add Features
New functionality, integrations, capabilities
Testing
Add tests and improve coverage
Infrastructure
Set up and manage your Poolside backend
Start with a self-serve audit
Get a professional review of your Poolside project at a fixed price. Results reviewed by experienced engineers.
Security Scan
Black-box review of your public-facing app. No code access needed.
- OWASP Top 10 checks
- SSL/TLS analysis
- Security headers
- Expert review within 24h
Code Audit
In-depth review of your source code for security, quality, and best practices.
- Security vulnerabilities
- Code quality review
- Dependency audit
- AI pattern analysis
Complete Bundle
Both scans in one package with cross-referenced findings.
- Everything in both products
- Cross-referenced findings
- Unified action plan
100% credited toward any paid service. Start with an audit, then let us fix what we find.
How it works
Tell us about your app
Share your project details and what you need help with.
Get a clear plan
We respond in 24 hours with scope, timeline, and cost.
Launch with confidence
We fix what needs fixing and stick around to help.
Frequently asked questions
Is Poolside code production-ready out of the box?
Poolside produces high-quality code, but it still needs authentication, deployment configuration, error handling hardening, and integration testing before launch. Code quality is a strong starting point, not a finish line.
How do I integrate Poolside-generated code into my existing codebase?
Review architectural fit first — Poolside's patterns may differ from yours. We help integrate generated code into your existing module structure, naming conventions, and service layers.
Can SpringCode add deployment setup to a Poolside project?
Yes. We add Dockerfiles, CI/CD pipelines, environment configuration, health checks, and monitoring — everything needed to go from Poolside-generated code to production deployment.
Does Poolside handle security well compared to other AI tools?
Poolside's code quality is strong, but security requires explicit attention regardless. Authentication, rate limiting, and API-boundary validation need to be added to any AI-generated codebase.
Can you write integration tests for Poolside-generated code?
Yes. We add integration tests covering API endpoints, database operations, and cross-module behavior — the system-level tests Poolside doesn't generate.
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Get your Poolside app production-ready
Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.