Your Articles Shouldn't Go Stale

Living Content blocks detect when your data changes and rewrite themselves. The chart updates. The text around it follows.

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The Problem: Frozen Text Next to Live Data

You embed an auto-updating chart in your blog post. The chart is fresh. But the paragraph below it still quotes last quarter's numbers. Readers see the contradiction. Search engines index the stale claim. You don't notice until someone emails you about it.

chart: live
text: stale since Q3

The Fix: Text That Moves With the Data

Living Content blocks are linked to your polls and charts. When the underlying data shifts — a poll leader changes, a metric crosses a threshold, a claim goes stale — the text evaluates its conditions and switches to the right variant. No manual rewrite. No publish cycle.

chart: live
text: live

One Feature, Three Modes

Start wherever you are. Let the system grow into full automation over time.

Proactive

Write conditional variants upfront. "If React leads by more than 30%, show paragraph A. If it's a close race, show paragraph B." Hysteresis buffering prevents flip-flopping on small margins.

Reactive

The system monitors your article for stale claims. When it detects drift between what you wrote and what the data shows, it proposes a specific text correction. You approve before anything changes.

Hybrid

Reactive corrections graduate into proactive variants over time. The article accumulates more self-updating blocks with each correction cycle. Less human intervention, more automation.

See It in Action

This is the variant editor inside the Living Content wizard.

app.liquichart.com/app/living-content/new

Variants

Condition Settings
Condition Settings

Settings

How It Works

01

Create a Living Content block

Link it to a poll, chart, or external claim. The block inherits the data source.

02

Write conditional variants

Define 2–5 text variants with threshold triggers. "If Option A leads by more than 10 points, show this version."

03

Embed in your CMS

Paste the embed code into WordPress, Ghost, Webflow, Notion, Contentful, Sanity, or Shopify.

04

Data changes, text follows

When the underlying data shifts past your threshold, the block evaluates conditions and switches. Readers see the current truth.

Capabilities

8 Condition Types

Poll leader changes, vote thresholds, archetype shifts, chart metric changes, trend reversals, claim staleness, confidence crossings, and stability signals.

CMS Injection

WordPress, Ghost, Shopify, Webflow, Contentful, Sanity, and Notion. Paste the embed code and the block renders inline.

Hysteresis Buffering

Prevents flip-flopping on small margins. A variant switches only after the threshold holds through a stability window.

Reader Transparency

Readers can see "Why am I seeing this?" — a plain-language explanation of which condition triggered the current variant.

Claim Monitoring

AI extracts claims from your prose, links them to data sources, and checks weekly for drift. Stale claims surface as recommendations.

Agentic Flywheel

Over time, reactive corrections graduate into proactive variants. Articles accumulate automation. Less human intervention per cycle.

Connects to Your Stack

When a poll's leader changes, a chart refreshes, or a claim goes stale — Living Content evaluates its conditions and switches variants.

Stop Rewriting. Start Publishing Living Content

Your charts update. Now your text can too. Start free, no credit card required.