Methodology

How a product earns a Tick, Clip, or Skip

The evidence, scoring rules, publication checks, limitations, and independence standards behind every TickClip verdict.

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One Decision, Two Measurements

A TickClip verdict has a decision score from 0 to 100 and a separate confidence percentage.

The decision score combines available evidence about price, timing, marketplace rating signals, and demand. Confidence measures the coverage, quality, and freshness of that evidence. A high score with low confidence is not treated the same as a high score supported by complete data.

Amazon's customer rating remains a separate 1-to-5 marketplace value. It is never presented as TickClip's editorial score.

Tick, Clip, and Skip

The normal score bands are:

  • Tick: 75 to 100. The available evidence supports buying now.
  • Clip: 50 to 74. Waiting, watching, or gathering more evidence is the better action.
  • Skip: 0 to 49. The available evidence indicates poor value or material risk.

Thresholds are not the only rule. Materially poor buyer ratings can force a Skip even when the apparent discount is large. Significant manipulation risk can cap an otherwise positive result. Insufficient evidence can prevent publication of a firm verdict.

Evidence Inputs

TickClip can use product identity, current and historical price, list price, seller and Buy Box observations, marketplace aggregate ratings, rating or review-count history, sales rank, monthly sales estimates, offer counts, and other catalog evidence.

Not every product has every input. Missing data reduces confidence and can change the published action. TickClip distinguishes absence of evidence from evidence of a problem.

Price Evidence

The current price can be compared with available 30-day and 90-day averages and the tracked low. Price labels, percentages, explanations, metadata, and structured data are derived from the same normalized price facts.

A price is not treated as a real deal merely because a retailer displays a crossed-out list price. TickClip checks the relationship between the current price, recent history, tracked low, and available offer context.

Review Evidence and Limits

TickClip currently evaluates marketplace aggregate ratings and rating-count or review-count history when those series are available. Signals can include a thin sample, a low rating, a sudden increase in review count, or a material change in the aggregate rating.

TickClip does not claim to have read or semantically classified individual customer review text unless a verdict explicitly identifies and sources that evidence. Aggregate marketplace ratings are third-party data, not TickClip's own product testing.

Demand, Sellers, and Community Evidence

Demand points require an actual demand signal, such as monthly sales or sales-rank movement. A discount by itself is not demand evidence.

Seller and offer evidence is shown with its marketplace source. A seller change can matter when it coincides with an unusual price movement, but a seller change alone does not prove manipulation.

Optional community evidence is treated as third-party opinion rather than verified fact. When displayed, it should link to the underlying source and remain separate from structured marketplace data.

Manipulation Checks

TickClip can flag patterns that deserve caution:

  • Inflated discount framing: the displayed list or original price is inconsistent with recent price history.
  • Buy Box gouging: a sudden price increase appears alongside a material seller or Buy Box change.
  • Demand-linked gouging: price rises while available demand signals accelerate.
  • Uniform seller pricing: multiple offers cluster unusually tightly and may warrant further review.

These flags are investigative signals, not proof of illegal conduct or seller intent. A flag can reduce confidence or cap a verdict, but should be described with the evidence that produced it.

Publication and Search Eligibility

A verdict can remain reachable while being excluded from search. An indexable verdict normally requires:

  • A positive USD price on amazon.com.
  • A canonical parent ASIN or stable public product identifier.
  • Plausible price and discount arithmetic.
  • Sufficient price history and marketplace rating evidence.
  • Confidence of at least 70 percent.
  • Substantial original analysis rather than a thin product shell.
  • No unresolved contradiction between the displayed facts and verdict.

Child variants, incomplete verdicts, paused prices, and thin pages are marked noindex and omitted from the verdict sitemap. Public catalog pages include only products that pass the rendering and publication checks.

Freshness and Corrections

Prices, availability, sellers, and ratings can change after a verdict is recorded. Each verdict can show when it was checked and may show a compact history when price, score, or action changes.

A zero or unavailable current price pauses publication instead of creating a false free deal. Rechecking the evidence can change the score, confidence, or verdict. Temporary data-provider failures are kept distinct from a confirmed missing product.

Material errors can be reported to support@tickclip.ai.

Independence

TickClip works for the buyer. Sellers cannot buy placement, pay for a Tick, or change rankings, scores, or verdicts.

TickClip currently earns no affiliate commission when a shopper follows a retailer link. Retailer links and third-party data sources do not determine the editorial decision. The same publication and evidence rules apply regardless of the seller or product.

Limits of the Method

TickClip does not physically test every product and cannot guarantee future price, availability, seller behavior, product quality, or marketplace data accuracy. Historical patterns do not guarantee future outcomes.

The verdict is a decision aid, not a substitute for checking compatibility, safety information, warranty terms, return terms, and the final retailer checkout details.

Read the Terms of Service and Privacy Policy for the rules that govern use of TickClip and its handling of information.