Editorial Policy

How We Make Recommendations

Last updated: January 2026

Our Recommendation Process

EbikePartsPicker uses a structured, rules-based approach to generate recommendations. We do not rely on sponsorships, paid placements, or advertising revenue to influence our guidance.

Every recommendation is generated through our Build Advisor β€” a 6-step wizard that collects your specific requirements and applies our compatibility and compliance rules to produce personalized guidance.

How the Build Advisor Works

Step 1: Riding Purpose

We ask about your primary use case β€” commuting, hills, cargo, trails, or long-range riding. This determines motor type and power requirements.

Step 2: Bike Compatibility

We collect details about your existing bike β€” type, wheel size, brake system, and bottom bracket. This filters out incompatible components.

Step 3: Physical Requirements

We ask about typical ride distance, rider weight, desired speed, and terrain. This calculates battery capacity (Wh) requirements.

Step 4: Experience Level

We assess your mechanical skill and installation preferences. This influences complexity recommendations.

Step 5: Budget Reality

We collect your budget range. We then show budgetary targets for each component category β€” not firm prices, as prices change frequently.

Step 6: Results

We generate personalized recommendations with component targets, compatibility summary, legal compliance notes, and links to trusted retailers.

The Rules Engine

Behind the Build Advisor is a rules engine that encodes compatibility logic and best practices:

Budgetary Targets, Not Firm Prices

We intentionally show budgetary targets rather than exact prices because:

Our budgetary targets help you plan your conversion while acknowledging that final costs will depend on where and when you purchase.

Retailer Curation

We curate a list of trusted US retailers based on the following criteria:

We do not accept payment for retailer inclusion. Retailers are selected based on merit and user value.

Affiliate Disclosure

EbikePartsPicker may participate in affiliate programs with retailers we recommend. This means we may earn a commission if you purchase through our links.

Important: Affiliate relationships never influence our recommendations. Our rules engine generates recommendations based solely on your inputs and compatibility requirements.

For full details, see our Affiliate Disclosure.

Our Commitment to Neutrality

We Do

  • Recommend based on your stated needs
  • Explain trade-offs honestly
  • Flag potential issues and risks
  • Update content when information changes

We Don't

  • Accept paid placements
  • Let affiliate commissions influence recommendations
  • Make exaggerated claims about products
  • Hide limitations or compatibility issues

Questions About Our Process?

We're happy to explain how any recommendation was generated.

Contact Us