Recommendations — methodology

Rules first, AI second

The Money Snapshot's “next best move,” the windfall allocator, and the card pickers all run on deterministic rules. Same inputs, same output, every time. AI is layered on top only to explain a result in plain English — it is never allowed to fabricate a number or override a rule's ranking.

How the Money Snapshot ranks your next moves

We evaluate a set of rules against your data — high-interest debt, an underfunded emergency cushion, a missed employer match, a surplus with no goal, and so on. Each rule that fires produces a candidate recommendation carrying an estimated dollar impact, an urgency, a confidence level, and the data that triggered it. We then rank them by a blend of urgency, confidence, and (log-scaled) dollar impact, and surface the top few. Every card on screen tells you why it appeared and flags what data would sharpen it.

Worked example: carrying a credit-card balance almost always ranks first, because paying ~20%+ interest is a guaranteed return nothing else matches. But if you pay your cards in full each month, that rule stays quiet — a statement balance isn't debt.

Confidence and missing data

Each recommendation is marked high, medium, or needs-more-data confidence. When confidence is low, we tell you exactly what's missing (e.g., your pay schedule, a connected account) rather than guessing. And where a decision genuinely needs a professional — taxes, legal, lending, insurance — we attach a “talk to a pro” flag instead of pretending to be one.

The credit-card guardrails

The Trip Card Picker and Best Credit Card finder share one engine with hard rules that override any payout:

• Carrying a balance? We recommend no new card and tell you to pay it off first. Rewards are never worth paying interest.
• Applying for a mortgage or loan soon? We tell you to wait — a new card adds a hard inquiry right when a lender is looking.
• Can't hit the signup bonus on normal spending? That card isn't recommended. We never tell you to spend more to chase a bonus. (A real, planned trip counts toward the bonus, because you'd spend that money anyway.)
• Always we include a “use your current card / do nothing” option. There's no prize for collecting cards.

Why compensation never sets the ranking

HansonsBudget may earn a referral fee on some cards and products. To keep that from bending what we recommend, our scoring is built only on user fit — preferences, fees, eligibility, bonus reachability, and value — never on what a partner pays us. Cards we don't earn from (and we list several) are scored the same way and labeled honestly. The full rules are in our Editorial Policy, Affiliate Disclosure, and How HansonsBudget Makes Money.

The honest caveat

These recommendations are educational, not personalized financial, tax, or legal advice. They're rules of thumb applied to the data you give us. For decisions with real stakes, confirm with a fee-only fiduciary advisor, CPA, or attorney.