Layer 4 · AI Recommendation EngineAdvice that starts with your situation, not a ranking
Tell the advisor what you're trying to accomplish. It weighs your budget, team, stack and constraints against the live catalog — then explains every single recommendation.
Industry, stage, budget, stack, team and risk tolerance shape every result.
15 weighted factors, each scored 0–100 with the reasoning shown.
Why it fits, who should avoid it, and why runners-up ranked lower.
Affiliate status never changes ranking — and it's always disclosed.
Smart decision journeys
Guided workflows that end in a decision, not a list.
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You own your data
Your advisor profile is private to your account, editable at any time, and personalization can be switched off. Recommendations still work — they're just less tailored.
Manage my advisor profileConnected to every layer
Recommendations pull from the Knowledge Hub, Decision Tools and the Comparison Engine, so each answer arrives with the article, calculator or scorecard that backs it up.