Ranking Methodology

How Endors Rankings Work

Products are ranked by verified customer endorsements. Not votes, not launch-day hype, not paid placements. This page explains exactly how.

The core principle

Most product ranking platforms measure attention — who can mobilize the most upvotes on a given day. Endors measures something different: accumulated customer trust over time.

A product's position on Endors is determined entirely by verified testimonials from real customers. These are collected through authenticated email campaigns, verified social imports, and direct customer invitations. Rankings are recomputed on every page load. There is no editorial curation and no manual intervention.

Three trust signals

Every product's ranking is computed from three signals. Numerical scores are never shown publicly.

Testimonial volume

Products with more verified customer endorsements rank higher. Volume is log-scaled, which means early testimonials carry meaningful weight. A product with 5 endorsements can compete meaningfully against one with 50. This prevents incumbency lock-in.

Verification quality

Not all endorsements are equal. Testimonials collected through verified email campaigns and authenticated social imports (X/Twitter) carry more weight than anonymous public submissions. This rewards products that invest in genuine customer relationships.

Recency

Products that continue to earn fresh endorsements are rewarded. A product that collected 20 testimonials two years ago and stopped will gradually be overtaken by one actively earning new endorsements. Ongoing customer satisfaction matters more than a single collection effort.

Anti-gaming measures

Rankings are designed to resist manipulation. Several mechanisms work together:

  • Daily spike caps. A sudden flood of testimonials in a single day is capped. This prevents coordinated campaigns from artificially inflating rankings overnight.
  • Verification weighting. Anonymous public submissions carry significantly less weight than authenticated endorsements. Fabricating verified testimonials is substantially harder than creating anonymous ones.
  • Log-scaled volume. The ranking benefit of each additional testimonial decreases logarithmically. Going from 2 to 10 endorsements has a large effect. Going from 90 to 100 has a small effect. This makes bulk gaming progressively less effective.
  • Minimum threshold. Products need at least 2 verified testimonials to appear on any leaderboard. Single self-endorsements do not qualify.

Endors vs. voting-based platforms

Platforms like Product Hunt, Hacker News, and Reddit rank products by votes — community upvotes during a short window of time. This model rewards social mobilization, not product quality. Endors takes a fundamentally different approach.

Voting-based platformsEndors
What determines rankCommunity upvotes in a time windowAccumulated verified customer endorsements
Time horizon24 hours (launch day)Unlimited — trust accumulates over time
Who influences rankAnyone with an account (community members)Verified customers of the product
Gaming vectorCoordinate upvotes from friends, communities, Slack groupsMust produce verifiable customer endorsements
Product lifecycleSpike on launch day, then invisibleGradual, sustained ranking based on ongoing trust
Advantage forProducts with large existing audiencesProducts with genuinely satisfied customers
Ranking persistenceResets daily or weeklyContinuous — no resets, no wipes

This is not a criticism of voting-based platforms. They serve a different purpose — surfacing new and interesting things for a tech-savvy audience. Endors serves a different purpose: helping people find products that real customers trust, based on evidence that accumulates over time.

Monetization integrity

Endors generates revenue through optional sponsored placements. These are clearly separated from organic rankings and subject to strict rules:

What sponsored placements do

  • Appear in a clearly labeled “Sponsored” section above the organic leaderboard
  • Carry a visible “Ad” label on every sponsored listing
  • Require at least 1 approved testimonial before a product can purchase a placement
  • Are limited to a maximum of 3 slots per leaderboard page

What sponsored placements never do

  • Influence organic ranking position in any way
  • Affect trust score computation
  • Appear within the organic leaderboard list
  • Hide or minimize the “Ad” label

This separation is permanent. There will never be a “pay to rank higher” feature on Endors. The value of the platform depends on rankings being trustworthy. If rankings can be bought, they become worthless to the people who use them to make decisions.

Update cadence and stability

Real-time computation

Rankings are recomputed on every page load. There is no cache that delays new testimonials from affecting rankings. When a customer submits a verified endorsement and it is approved, the product's ranking position updates immediately on the next page view.

Gradual movement

Because rankings are based on accumulated trust, they change gradually. A single new testimonial may shift a product's position by one or two places, but rankings do not swing wildly. There are no daily resets, no weekly wipes, and no algorithm changes without notice.

Time-scoped rankings

In addition to the all-time leaderboard, Endors provides time-scoped views that show which products are earning fresh customer trust right now:

  • This Week — products ranked by endorsements received in the last 7 days. Useful for spotting products with recent momentum.
  • This Month — products ranked by endorsements received in the last 30 days. A broader view of emerging trust.

Time-scoped rankings use the same three trust signals (volume, verification quality, recency) but only count endorsements within the specified period.

Category rankings

The leaderboard can be filtered by product category. Each category has its own ranking, computed independently from the same trust signals. Available categories:

How to get your product ranked

Any product can join Endors for free. The process is straightforward:

  1. List your product. Create a free account and add your product with a name, category, and description.
  2. Collect testimonials. Use email campaigns, direct invitations, or import verified endorsements from X/Twitter. Customers write testimonials in their own words.
  3. Appear on the leaderboard. Once your product has at least 2 verified testimonials, it automatically appears in the Trust Leaderboard based on its trust signals.

There is no application process, no editorial review for listing, and no waiting period. Rankings are determined entirely by the trust signals described above.

See the rankings

The Trust Leaderboard shows which products real customers endorse. Rankings are updated on every page load.