AI recommendation engine v2
Find the best AI coding setup
The engine matches the most cost-effective tools and model combinations based on your stack, budget and usage pattern.
Set constraints before asking for recommendations
If budget, free-tier access or minimum capability is still unclear, complete these three steps first for better recommendations.
Budget unclear
Estimate project cost, token usage and subscription/API boundaries first.
Open cost calculator
Budget near zero
Check free credits, student plans and no-cost options first.
View free tiers
Need evidence
Validate public evaluation data and live rankings before narrowing recommendations.
See live rankings
Starter presets
Ready to find the best setup
Choose a recommendation mode, fill in your development preferences, and click Start matching to get tailored suggestions.