Stop Guessing. Start Testing.

Connect content changes to measurable outcomes. GSC impressions, GA4 engagement, statistical significance, automatic verdicts.

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The Problem: Content Changes Without Evidence

"Does Living Content actually improve engagement?" "Did that rewrite help rankings?" Without experiments, these are just opinions. You make changes, hope they work, and never close the loop.

?
More traffic?
Better engagement?
Higher rankings?
no data, just speculation

The Fix: Hypothesis → Data → Verdict

Set a hypothesis. Link it to a blog post. LiquiChart collects weekly snapshots from GSC and GA4, calculates statistical significance, and delivers a verdict: confirmed, refuted, inconclusive, or partially confirmed.

Hypothesis
8 Weeks
Confirmed ✓

Statistical significance: 94%

See It in Action

An experiment tracking real search and engagement data.

app.liquichart.com/experiments/living-content-engagement

Does Living Content improve time on page?

Running

Hypothesis: Articles with Living Content blocks will show 15%+ improvement in average session duration compared to static articles.

GSC Metrics

Impressions
12,450+8%
Clicks
890+12%
CTR
7.1%+0.4pp

GA4 Metrics

Sessions
2,340
Avg Duration
4:12+18%
Bounce Rate
34%-6pp
Weekly Snapshots6 of 8 weeks collected
W1W2W3W4W5W6W7W8

Statistical significance: 87%

How It Works

01

Set a hypothesis

Write what you expect to happen. Link it to a blog post. Choose GSC and GA4 metrics to track.

02

System collects data

Weekly snapshots from GSC and GA4. No manual exports. No spreadsheets.

03

Statistical significance

The system calculates whether results are meaningful before delivering a verdict.

04

Verdict becomes recommendation

Confirmed findings auto-generate Living Content recommendations. Apply what worked to similar articles.

Capabilities

GSC Integration

Track impressions, clicks, CTR, and average position for specific pages or queries over the experiment period.

GA4 Integration

Measure sessions, bounce rate, time on page, and conversions. Compare before and after content changes.

Weekly Snapshots

Automatic data collection during the experiment run. No manual export needed.

Statistical Significance

The system calculates whether results are statistically significant before delivering a verdict.

Four Verdict Types

Confirmed, refuted, inconclusive, or partially confirmed. Each verdict includes the evidence that supports it.

Verdict → Recommendation

Confirmed findings automatically generate Living Content recommendations for the linked article and similar posts.

Turn Content Strategy Into Evidence

Test hypotheses with real search and engagement data. Automatic verdicts. Automatic recommendations.