Review Methodology
Every GeekPenny review and best-of ranking uses a documented scoring rubric. This page explains the inputs, weights, and process — so you can see exactly why a provider scored what it did.
Last updated April 24, 2026 · Maintained by the GeekPenny Editorial Team
What we score
We rate providers on a 0.0–5.0 editor score derived from four to six category-specific dimensions. Dimensions and weights vary by vertical (you can't grade a credit-card processor on the same axes as a mortgage lender), but every rubric is published and applied uniformly within its category.
Scoring dimensions
Mortgages & refinance
- Rate & fee competitiveness (35%) — APR ranges, lender fees, discount points, rate-lock terms
- Eligibility breadth (20%) — credit score floor, DTI flexibility, self-employed and non-QM support
- Application experience (15%) — digital application, document upload, time-to-clear-to-close
- Loan options (15%) — conventional, FHA, VA, USDA, jumbo, ARM, HELOC, construction
- Customer service (10%) — JD Power score, BBB rating, Trustpilot, complaint volume
- Transparency (5%) — published rates, fee disclosure quality
Credit cards
- Rewards value vs. spend profile (30%)
- Sign-up bonus value adjusted for spend requirement (15%)
- APR & fees (15%)
- Card-specific perks (15%)
- Approval odds & eligibility (15%)
- Issuer service quality (10%)
Merchant services / payment processing
- Effective rate on representative ticket sizes (30%)
- Pricing transparency (interchange-plus vs. tiered) (20%)
- Contract terms — month-to-month vs. multi-year, ETF (15%)
- Hardware & gateway compatibility (15%)
- Industry fit and high-risk support (10%)
- Service & chargeback support (10%)
Insurance
- Quoted premium vs. state benchmark (30%)
- Discount eligibility (15%)
- Coverage breadth and policy options (20%)
- Claims handling — JD Power, NAIC complaint index (20%)
- Financial strength — AM Best rating (10%)
- Digital experience (5%)
Data inputs
Wherever possible we pull from primary sources: provider rate sheets, Loan Estimates, NMLS records, NAIC filings, JD Power, BBB, Trustpilot, federal datasets (CFPB complaint database, HMDA, FRED, BLS, Census), and our own mystery-shopping. Data sources are listed on each page's Data Sources block.
How often we re-score
- Rate-sensitive pages — re-checked weekly during normal markets, daily during volatile rate environments.
- Reviews & best-of guides — full re-score quarterly, partial refresh whenever a provider changes pricing or policies.
- Comparison (vs.) pages — re-scored whenever either provider's underlying review is re-scored.
What disqualifies a provider
- Active CFPB enforcement action or state-level cease-and-desist
- BBB rating below B−
- Documented pattern of bait-and-switch pricing
- Refusal to publish basic pricing or fee structure to the public
Conflict-of-interest controls
Reviewers don't see partnership status when scoring. Final scores are spot-checked by a second editor before publication. See our Editorial Policy for the broader rules.
