Methodology

How the math gets published

TripTruth pages are derived from canonical workspace handoff, calculator-aware audits, and validation-locked release steps. No product should reach the live site by bypassing handoff, hard gates, or site validation.

TripTruth does not treat the published page as the source of truth. The published page is the last stage in a chain. The source of truth starts in the canonical workspace handoff, where the article framing, calculator assumptions, source list, section structure, and metadata are locked before the site export is generated. That helps prevent a common publishing failure: one set of claims in the editorial copy and a different set of assumptions in the calculator or structured data.

In practical terms, the handoff system matters because it preserves provenance. If a review says a travel credit is narrow, the raw article and live page should both say that. If a protection lane is conditional on payment method or claim rules, the result card should not quietly present it like guaranteed cash. The goal is consistency from source material to exported HTML.

Travel products often look strongest when every advertised feature is treated as equal. TripTruth does not do that. The first split is between value that is broadly usable and value that depends on narrow user behavior. A published annual credit with clear usage rules is not the same as a portal bonus lane. A point balance is not the same as cash. Discounted lounge access is not the same as an included lounge membership. Could be valuable is not the same as usually valuable.

Reviews therefore try to force a stricter question: what still looks good if the reader uses normal, conservative assumptions? That is why some pages emphasize fit, friction, and breakage more than marketing totals. The purpose is to reduce false positives, not maximize excitement.

The calculator is not decorative. It is part of the review contract. If a product value depends on routed spend, household size, actual trip spend, referral maintenance, or protection usage, the calculator should show that dependency instead of burying it. Different products need different models, but the same discipline applies: inputs should reflect real user behavior, output labels should be honest, and hidden product-specific logic should be avoided.

Conservative defaults are especially important. TripTruth tries to avoid inflating value through universal transfer assumptions, speculative redemption floors, or broad perk capture that only power users will realize. Where the value is genuinely user-specific, the calculator should make the reader enter that value themselves rather than quietly hard-coding optimism.

Primary official materials come first: current product pages, public terms, benefit guides, help-center language, and official legal or enrollment documents. Secondary interpretation can be useful, but it is not allowed to outrank primary source text. If a public term says guest pricing changed, an old blog post does not get to preserve the previous story just because it is more flattering.

Evidence also has to match the claim. If the page says a benefit is real but conditional, the source block should be able to point to the rule that creates that condition. If a review says a club only works after a maturity window, the maturity rule should be visible in the source chain. The site should be able to show why a verdict exists, not merely state it.

TripTruth prefers verdicts that reveal the width of the fit case. Conditional is common because many travel products are not clean broad recommendations. A product can be well-built and still be wrong for most readers. Conversely, a product can look boring and still be a strong fit for a narrow audience if the fixed economics are solid and the assumptions are realistic.

The verdict hurdle and best-fit summary are meant to work together. One describes what has to be true for the page to clear. The other describes who naturally lives in that truth set. If the reader has to force themselves into the best-for box, the product is probably not a clean fit.

A page should not go live just because the prose looks finished. TripTruth uses validation and build gates to check route integrity, export integrity, registry consistency, homepage freshness data, sitemap coverage, and static SEO head output. The purpose of those checks is simple: make sure the live HTML, metadata, and internal data contracts all agree before a URL is treated as indexable.

Travel products drift. Fees move, lounge policies tighten, credits become harder to use, protection terms change, and partner perks quietly lose value. That means a responsible review system needs a live-update posture. TripTruth treats updates as part of the product, not as an embarrassment. If the fit profile shrinks, the review should say so. If a page becomes stronger because the economics genuinely improved, it should say that too.

That is also why static export quality matters in this workflow. If a page only looks complete after hydration, crawlers and readers may get a weaker version than the editor intended. TripTruth therefore treats route parity, full raw HTML delivery, and page-specific head output as part of the publishing standard rather than as optional polish after the fact.

See the method in action