AI-Assisted MVP & Prototype Development,
Reviewed by Senior Engineers
Welcome to the future of development. Lightning-fast prototyping powered by advanced AI tools, with mandatory human review, refinement, and ethical oversight at every stage.
Free · 30 minutes · No obligation · Reply within 1 business day
Faster prototyping & iteration
From idea to working prototype
Human oversight & QA on every output
Black-box AI decisions (human controls all)
At a glance
3Bird AI Lab builds prototypes and MVPs with AI coding tools such as GitHub Copilot, Cursor and Claude. Senior engineers, called AI-Sitters, review, test and sign off every AI-generated change before delivery.
- Speed
- 3–10× faster prototyping
- Start
- Within 1–2 business days of the scope workshop
- Typical delivery
- About 10 business days
- Human review
- 100% of AI output
- Ownership
- All code and IP are yours once paid
- Tools
- GitHub Copilot, Cursor, Claude, OpenAI
What Is 3Bird AI Lab?
Our AI-Sitters are senior engineers who have mastered AI coding tools like GitHub Copilot, Cursor AI, Claude, and custom models, and use them to generate code at unprecedented speed. But here's the critical difference: they never let AI code ship without human eyes on it first.
Every AI output is reviewed, refined, tested for security, checked for ethical implications, and quality-assured by our European experts before it ever reaches your hands. You get the speed of AI without the risk of unsupervised automation.
The AI-Sitter Principle
"AI writes the first draft. Humans own the final product." Full transparency, no black boxes, no compromises on quality or ethics.
AI-Powered Generation
State-of-the-art AI tools generate prototypes, boilerplate, and features in hours.
Human Review Cycles
Every AI output is reviewed, refined, and improved by senior engineers before delivery.
Security & Ethics First
Security scanning, ethical review, and compliance checks at every QA stage.
Full Transparency
You see which parts were AI-generated and which were human-refined. No mystery.
The AI-Sitter Development Process
A rigorous, multi-stage process that combines AI speed with human precision.
Ideation & Scope
Requirements workshop with your team. Clear goals, acceptance criteria, and technical boundaries.
AI Rapid Generation
AI-Sitters use best-in-class tools to generate code, architecture, and modules at high speed.
Human Review & QA
Multi-stage review: code quality, security, performance, ethical compliance, business logic accuracy.
Delivery & Handover
Polished, documented output delivered. Option to hand over to 3Bird People for ongoing development.
When AI Lab Is the Right Choice
MVP Validation
Build and validate your MVP in 1-3 weeks instead of months. Test with real users before full investment.
Proof of Concept
Explore new technology, architecture, or features without committing to full development cycles.
Feature Acceleration
Need a new module fast? AI-Sitters generate the boilerplate and structure so your team can focus on business logic.
Legacy Modernization
Accelerate the refactoring of outdated systems. AI handles the mechanical transformation; humans verify correctness.
Automation & Tooling
Build internal tools, scripts, and automation pipelines without expensive dev cycles.
Innovation Sprints
Run a focused AI-powered innovation sprint to explore bold ideas with low upfront risk.
Built a prototype with Lovable, Bolt or Cursor?
Get a free 30-minute AI Prototype Scan. We tell you exactly what it needs to become a real product: login, payments, database, APIs and deployment.
Why Our Human Oversight Matters
We believe AI is a powerful tool, not an autonomous decision-maker. Here's how we ensure responsible AI use.
Security Scanning
Every AI-generated module passes automated security scans plus manual review for vulnerabilities, injection risks, and data exposure.
Ethical Review
We check for bias, fairness concerns, and ethical implications before any AI output is considered for delivery.
Automated & Manual Testing
Unit tests, integration tests, and human QA engineers validate functionality and edge cases on every sprint.
AI Contribution Transparency
You receive a clear breakdown of what was AI-generated vs. human-written in every deliverable.
IP & License Compliance
We verify that AI-generated code is free of license conflicts and that your intellectual property rights are protected.
European Expert Sign-Off
No output ships without sign-off from a senior European engineer. Human accountability is non-negotiable.
Questions About AI-Assisted Development
An AI-Sitter is a senior 3Bird engineer who directs AI coding tools such as GitHub Copilot, Cursor and Claude, then reviews, tests and signs off every AI-generated change. AI writes the first draft; a human owns the final product.
A typical AI Lab cycle takes about 10 business days: a scope workshop on day 1, AI generation sprints on days 2 to 4, human review and QA on days 5 to 7, and a security audit and delivery on days 8 to 10. First working versions are often ready within days.
Only after human review. Every AI-generated module goes through code review, automated and manual testing, a security scan, a licence check and final sign-off by a senior European engineer before it ships.
You do, 100%. All intellectual property, including AI-generated code, transfers to you as soon as the work is paid for, and we verify that the output is free of licence conflicts.
Yes. We assess the generated code, keep what is sound and rebuild what is risky, then add what a real product needs: authentication, payments, a proper database, APIs, testing and deployment. A free AI Prototype Scan is the quickest way to find out what your prototype needs.
The difference is the AI-Sitter: a senior engineer who knows exactly how to prompt, direct, and supervise AI tools to get production-quality code, then reviews and refines every output with security, quality, and ethics checks. Using AI tools without this expertise typically produces code that looks good but has subtle bugs, security flaws, and architectural issues.
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