Every Data Point. Tracked.

Every statistic, benchmark, and percentage in your content becomes a verifiable entity with a lifecycle. Extracted by AI, monitored continuously, correlated across publishers.

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The Problem: Stale Numbers Nobody Notices

Your blog post says "72% of marketers prefer email." That number came from a source that updated 14 months ago. The real figure is now 68%. Nobody flagged it. Readers cited your stale claim. Search engines indexed it. The error compounded.

"72% of marketers prefer..."Stale
source updated 14 months ago

The Fix: Claims With a Lifecycle

LiquiChart treats every data point as a trackable entity. When the underlying source changes, the claim is flagged stale. When you correct it — or Living Content auto-corrects it — it moves to fixed. The lifecycle is automatic.

"68% of marketers prefer..."Current
Current
Stale
Fixed
Expired

Last verified: 2 hours ago

Six Types of Verifiable Assertion

Each type has specific extraction patterns and staleness rules.

Statistical

Percentages, ratios, and aggregate metrics.

Temporal

Time-referenced facts and date-bound assertions.

Comparative

Relative comparisons between two or more values.

Source Citation

Explicit references to external research.

Behavioral

User actions, patterns, and conversion metrics.

Preference

Stated opinions and survey-backed preferences.

See It in Action

A public claim page, exactly as it appears when shared or indexed by search engines.

liquichart.com/claims/72-percent-marketers-prefer-email-kf82n3x1

Claim

72% of marketers prefer email over social media for lead nurturing

Original Text

Our survey of 1,247 marketing professionals found that 72% rely on email as their primary channel for lead nurturing, compared to 18% who favor social media and 10% who prefer direct messaging platforms.

Details

Status

Verified

Confidence

92%

Type

Statistical

Verifications

3

Value

72%

Last Verified

March 28, 2026

First Tracked

February 12, 2026

Sources

Source

LiquiChart

Blog Post

SaaS Marketing Statistics for 2026

Stay Updated

How It Works

01

AI extracts claims

Paste a URL or publish an article. AI identifies every testable assertion: percentages, benchmarks, time-bound facts.

02

Claims get a lifecycle

Each claim is classified by type and linked to its data source. Status updates automatically as data shifts.

03

Staleness propagates

When a poll shifts, a chart refreshes, or a source page changes — linked claims are flagged stale and corrections are proposed.

04

Consensus builds trust

Claims are deduplicated across publishers. "Verified by 23 publishers" is a trust signal no individual can create alone.

Capabilities

AI Extraction

Paste any URL. AI identifies every testable claim with confidence scores and staleness risk assessment.

Originality Scoring

Claims classified as Original (your polls/charts), Sourced (attributed), or Unattributed. Your Originality Score shows how much content is first-party.

Consensus Network

Daily cross-publisher aggregation. See how many independent publishers verify the same assertion. Consensus badges on public claim pages.

Testability Scoring

6-factor assessment (0–100) determines if a claim can be tested via polls, GSC, GA4, or embed analytics. Links directly to experiments.

ClaimReview Schema

Public claim pages with ClaimReview JSON-LD markup. Structured data for search engines and AI systems.

Embeddable Claims

Compact inline widget showing status, consensus count, and verification date. Embed verified claims in any CMS.

Stop Publishing Unverified Numbers

Every claim in your content deserves a lifecycle. Start tracking, start verifying, start building trust.