Tabnine + MVP / Prototype

Built a mvp / prototype with Tabnine?
We'll make it production-ready.

You built a prototype with an AI tool and it works — on your machine, with your test data, for the happy path. Now you need real users to validate your idea. The goal isn't perfection — it's getting to a state where real people can use it safely and reliably. That means fixing the critical gaps without over-engineering.

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MVP / Prototype challenges in Tabnine apps

Building a mvp / prototype with Tabnine is a great start — but these challenges need attention before launch.

Identifying what actually needs fixing

Not everything needs to be production-grade for an MVP. The challenge is knowing which shortcuts are acceptable (visual polish, advanced features) and which aren't (security, data loss, broken core flows). Our audit prioritizes fixes by impact.

Security minimum

Even an MVP handles user data. You need authentication that works, data isolated per user, no exposed secrets, and HTTPS. You don't need enterprise-grade security, but you need the basics done right.

Deployment

Your app runs locally but deploying it involves environment variables, domain configuration, SSL, and build optimization. First-time deployment is where most AI prototypes hit unexpected issues.

Error handling

When something goes wrong (and it will), your users should see a helpful message — not a white screen or a raw error. Basic error handling is the difference between 'this app is buggy' and 'something went wrong, please try again.'

Core flow reliability

Your main user flow (signup → core action → outcome) must work every time. Edge cases in secondary flows can wait, but the core path needs to be solid for your MVP to generate valid learnings.

What we check in your Tabnine mvp / prototype

Core user flow — does signup to core action work reliably?
Authentication — secure login, session handling, password reset
Data security — user data isolation, no exposed secrets
Deployment readiness — env vars, build configuration, domain setup
Error handling — graceful failures on the core path
Mobile experience — does the core flow work on mobile?
Performance — does the app load in under 3 seconds?

Common Tabnine issues we fix

Beyond mvp / prototype-specific issues, these are Tabnine patterns we commonly fix.

highSecurity

Perpetuating existing security flaws

Because Tabnine learns from your codebase, it replicates existing security anti-patterns. If your code has XSS vulnerabilities, Tabnine suggests more of them.

highSecurity

Copying insecure patterns from teammates

Tabnine learns from the entire team's code. One developer's insecure patterns get suggested to everyone, spreading bad practices across the codebase.

mediumBugs

Subtle copy-paste errors

Tabnine suggests code similar to existing code, but with small differences that cause bugs — wrong variable names, incorrect conditions, or missing parameters.

lowCode Quality

Stale patterns from old code

Tabnine suggests patterns from older parts of the codebase, even if the team has since adopted better practices.

Start with a self-serve audit

Get a professional review of your Tabnine mvp / prototype at a fixed price.

External Security Scan

Black-box review of your public-facing app. No code access needed.

$19
  • OWASP Top 10 vulnerability check
  • SSL/TLS configuration analysis
  • Security header assessment
  • Expert review within 24h
Get Started

Code Audit

In-depth review of your source code for security, quality, and best practices.

$19
  • Security vulnerability analysis
  • Code quality review
  • Dependency audit
  • Architecture review
  • Expert + AI code analysis
Get Started
Best Value

Complete Bundle

Both scans in one package with cross-referenced findings.

$29$38
  • Everything in both products
  • Cross-referenced findings
  • Unified action plan
Get Started

100% credited toward any paid service. Start with an audit, then let us fix what we find.

Frequently asked questions

Can I build a mvp / prototype with Tabnine?

Tabnine is a great starting point for a mvp / prototype. It handles the initial scaffolding well, but mvp / prototype apps have specific requirements — identifying what actually needs fixing and security minimum — that need professional attention before launch.

What issues does Tabnine leave in mvp / prototype apps?

Common issues include: perpetuating existing security flaws, copying insecure patterns from teammates, subtle copy-paste errors. For a mvp / prototype specifically, these issues are compounded by the need for identifying what actually needs fixing.

How do I make my Tabnine mvp / prototype production-ready?

Start with our code audit ($19) to get a clear picture of what needs fixing. For most Tabnine-built mvp / prototype apps, the critical path is: security review, then fixing core flow reliability, then deployment. We provide a fixed quote after the audit.

How much does it cost to fix a Tabnine-built mvp / prototype?

Our code audit is $19 and gives you a complete report of issues. Fixes start at $199 with our Fix & Ship plan. For larger mvp / prototype projects, we provide a custom fixed quote after the audit — no hourly billing.

Get your Tabnine mvp / prototype production-ready

Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.

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