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Content Analysis & Suggestions

AudienceMarketers
Prerequisites
  • Access to AI Decisioning
  • Tags configured for at least one message or variant.

Content Analysis & Suggestions helps you understand how your messages relate to each other, why certain content performs, and where you can improve your creative library. It builds on your tag framework and provides insights to guide ongoing content planning.


Learning objectives

After reading this article, you’ll know how to:


Overview

Content Analysis & Suggestions helps you understand why some messages perform better than others. Instead of only seeing which message won, it highlights the elements—such as tone, structure, or value proposition—that influenced performance.

Inside each message, Content Analysis shows whether your content is unique before activating an agent. After your messages start running, the weekly Content Suggestions report in Insights helps you decide when to add new content, refresh existing messages, or retire content that’s no longer effective.

Together, these tools help you understand what’s working, avoid unintended duplication, and plan what to create next.


Before you start

Complete these steps before using Content Analysis & Suggestions:

  1. Create a message.
    Build or update message content inside an agent.
    See: Add and manage messages →

  2. Add or refine tags.
    Apply message and variant tags to describe key attributes such as tone, value proposition, or offer.
    See: AID Tags →

Content Analysis depends on your tags

Content Analysis uses your message and variant tags to understand tone, structure, and strategic intent.

Consistent tagging helps the system:

  • Identify similar messages
  • Detect overlap or redundancy
  • Surface content gaps
  • Provide more accurate recommendations

How to use Content Analysis & Suggestions

Follow this workflow to evaluate and improve your content over time:

  1. Review Content Analysis before launch.
    In the message’s Content tab, check whether the message is unique and not unintentionally duplicating other messages in your library.

  2. Activate your agent.
    When your content looks distinct, enable the agent so your messages begin generating performance data.

  3. Review weekly Content Suggestions.
    In Insights → Summary, check for declining engagement, content gaps, or recommended improvements.

  4. Use Agents to explore insights.
    From the Summary tab, ask follow-up questions—such as “Why is this message similar to others?” or
    “Which tones performed best this week?”—to understand results in plain language.

  5. Update or create new content.
    Refresh, retire, or expand content based on the insights and recommendations you discover.


Review message uniqueness before launch

Content Analysis summarizes the creative attributes of a message and shows how it relates to other messages in your content library.

View Content Analysis inside a message

Navigate to:

AI Decisioning → Agents → Select an agent → Messages → Select a message → Content

You'll see:

Tag summary

All manual and AI-generated tags applied to the message.

Similar messages

Messages with similar tone, structure, framing, value proposition, or language patterns.

Expand each item to see why the messages match.

Differentiation indicators

Signals that help you determine whether your content is:

  • Distinct — introduces new strategic or creative value
  • Similar — overlaps with existing content
  • Highly similar — potentially redundant or interchangeable

Content analysis inside a message

Use Content Analysis before activating an agent to confirm each message adds something unique.


Interpret weekly Content Suggestions

Weekly suggestions appear in the Summary view of Insights:

AI Decisioning → Insights → Summary

You can review this report during weekly planning to decide what to adjust or create next.

The report includes:

Performance highlights

Overall trends across themes, tones, or formats.

Content gaps

Areas where your content library lacks variety.

Content to refresh

Messages that are declining in engagement.

Suggestions such as:

  • Refreshing visuals or copy
  • Adding a new variant
  • Retiring a low-differentiation message
  • Expanding topics that perform well

Content Suggestions in Insights → Summary

Content Suggestions refresh automatically each week based on updated performance data.


Ask follow-up questions with Hightouch Agents

From the Summary tab, select:

Ask a follow-up question or Start a new chat about this report

Agents help you explore insights in plain language.

Follow-up exploration with Agents

You can ask:

  • “Why is this message similar to others?”
  • “Which motivators performed best last month?”
  • “Where are our biggest content gaps?”
  • “What themes should we prioritize next?”

Learn more Agents overview →

Use Agents to validate ideas or explore trends as you build your next set of content variants.


Troubleshooting

IssueLikely causeResolution
Similar messages not appearingMessage is new or missing tagsAdd or refine tags
Weekly report missingSummary not configuredContact support
Recommendations feel too generalLimited content variety or inconsistent tag usageRefine tags or add more content
Fatigue insights unavailableNot enough message sendsAllow more time for performance data to accumulate

Content Suggestions rely on recent performance. Newly created messages may need time before insights appear.


What’s next?

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Last updated: Nov 24, 2025

On this page
  • Learning objectives
  • Overview
  • Before you start
  • Content Analysis depends on your tags
  • How to use Content Analysis & Suggestions
  • Review message uniqueness before launch
  • View Content Analysis inside a message
  • Interpret weekly Content Suggestions
  • Ask follow-up questions with Hightouch Agents
  • Troubleshooting
  • What’s next?

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