Logicstackbase

See how content is actually used inside your product.

We measure interaction quality across articles, tips, help modules, and feed cards so Bangkok product teams can edit with evidence—not guesswork.

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Primary offer

Start with a Content Interaction Audit when engagement feels soft after a content-heavy release, or when editors and product disagree about what “working” means.

Explore the audit →
  • Inventory of content surfaces and events
  • Depth, dwell, and completion scoring
  • Prioritized changes your team can ship

Related work we take on

Instrumentation, affinity mapping, and monthly readouts when you need an ongoing cadence.

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Content Interaction Audit

A structured review of how people actually read, skip, expand, and abandon content surfaces inside your app.

From ฿48,000 · 2–3 weeks

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Engagement Instrumentation

Event design and implementation guidance so scroll depth, dwell, expands, and shares become trustworthy signals.

From ฿62,000 · 3–4 weeks

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Content Affinity Mapping

See which topics, formats, and modules cluster together for different reader groups—and where gaps sit.

From ฿55,000 · 2–4 weeks

What clients notice

Teams who publish a lot and need a shared language for interaction quality.

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“They showed us which help articles people actually finish—and which ones only look popular because of search.”

Naree S. · Product lead, learning app
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“Our editors finally have events they can read without asking engineering every Friday.”

Anan P. · Content operations, marketplace
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“The interaction atlas replaced three competing dashboards with one shared story.”

Maya R. · Head of growth, media product

Walk the Interaction Atlas

See how we map surfaces, signals, and editorial decisions before you commit to a full engagement.

Open the atlas