Our methodology

How we build your recommendation

We want you to understand exactly how your recommendation gets generated — not just trust us blindly. Here's the full process, step by step.

01

You describe your project in plain English

No coding jargon required. Just tell us what you're building, who it's for, what you need it to do, and what you're working with — budget, skill level, and rough timeline. The more honest detail you give us, the more precise your recommendation will be.

02

We map your inputs to a constraint profile

Your answers are turned into a structured set of constraints — things like "non-technical user", "under $100/month hosting", "needs auth and a database", and "launch in 4 weeks". This profile is what we score tools against.

03

Every tool is scored across multiple dimensions

We evaluate each tool in our catalog against your profile across five areas: cost fit, skill accessibility, feature coverage, speed to launch, and scalability. No tool gets a pass just because it's popular.

04

We rank tools and write plain-English reasoning

The top tools are sorted into three tiers: Best Overall Fit, Best for Budget, and Best for Scale. Each comes with a clear explanation of why it scored the way it did — including the tradeoffs we're flagging, not hiding.

05

You get a result you can actually act on

Start with the free recommendation. Unlock the full report if you want more depth. Or tell us about your project and we'll be in touch about connecting you with a specialist builder. You're in control at every step.

What we promise — and what we don't

We believe trust is earned through transparency. Here's exactly what you can expect from us.

  • We show you all the reasoning behind each recommendation — not just the conclusion.
  • All AI-generated content is clearly identified as such.
  • Sponsored alternatives are always marked and kept separate from organic results.
  • You can adjust your inputs and regenerate your recommendation at any time.
  • We flag gaps and tradeoffs — we don't hide limitations to make a recommendation look cleaner.
  • We do not sell your project data to third parties.
  • This is a guidance tool, not professional technical advice. Always verify with a qualified developer before committing to a stack.
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