LLMIC Documentation

Find Duplicate Content and Choose the Right Fix

Use LLMIC duplicate-content evidence to distinguish true duplication, reusable templates and intentionally similar pages before choosing a remedy.

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Similar wording can be a problem, a shared template or exactly what readers need. Context decides which response is appropriate.

Build availability: This guide describes the September 2026 development workflow. Some controls may not yet be included in the public installer. Check the release notes and your app version before following the steps.

Evidence flow

  1. Measure similarityReview the compared URLs and captured document layer.
  2. Separate boilerplateIdentify navigation, legal and template wording.
  3. Compare intentAsk whether both pages solve the same job.
  4. Choose a remedyDifferentiate, consolidate, canonicalize or retain.

This visual explains the review sequence. It is not a performance forecast or a set of measured customer results.

Start with a clear question

Open the relevant LLMIC dashboard only after loading the crawl, property or saved observation needed for this review. For duplicate content checker, record the website, date, filters and document layer before interpreting a result. This keeps the work reproducible when another team member reviews it later.

Read the evidence before the recommendation

Open the affected page or row and inspect the retained evidence. Counts help you find patterns, but the page-level source explains what was actually measured. When coverage is partial, a response failed, or a legacy crawl omitted the required field, keep that state visible. Do not turn unavailable evidence into a failed check.

Choose the smallest useful action

Write an instruction that names the exact URL, observed condition and intended result. Preserve intentional behavior and review shared patterns before applying a site-wide change. If a suggestion creates new wording, markup or redirects, a person should approve the facts and destination before publication.

Understand the limits

A similarity score is evidence for review, not permission to delete a URL. Preserve valuable sections, inbound paths, analytics context and redirect requirements before consolidation.

Quick reference

Evidence or stateHow to use it
Near duplicateCompare the unique sections before planning a merge.
Shared templateFix the component only when the pattern is confirmed.
Same intentConsider one stronger destination and a reviewed redirect.
Different intentClarify the purpose and internal linking of both pages.

Check the result

After the reviewed change is deployed, collect fresh evidence with a compatible configuration. A task marked complete records workflow progress; it does not prove the live page changed. Save the verification time and result, then use Verify SEO Fixes for supported checks or run a complete follow-up audit.

Continue your workflow

Return to the documentation home, learn how to interpret audit results, or organize reviewed work in the Action Queue and Fix Generator. Remove private information before sharing exports, and contact LLMIC support with a sanitized example when a result cannot be explained.

Frequently asked questions

What does the “Find Duplicate Content and Choose the Right Fix” workflow help me complete?

Use LLMIC duplicate-content evidence to distinguish true duplication, reusable templates and intentionally similar pages before choosing a remedy.

What should I prepare before I follow the Find Duplicate Content and Choose the Right Fix guide?

Load a completed crawl that includes the pages you need to inspect. Confirm the crawl scope, capture time, rendering choice, and any filters before interpreting the result.

Which details should I review during Find Duplicate Content and Choose the Right Fix?

Review the affected URL, measured field, source or rendered evidence, and the rule that raised the item. Inspect nearby pages and templates because one shared component can create the same pattern across many URLs.

How should I act on the result from Find Duplicate Content and Choose the Right Fix?

Create a task with the affected URL, observed evidence, intended outcome, smallest safe change, owner, and verification method. Keep the measured finding separate from the proposed fix.

How do I verify that the Find Duplicate Content and Choose the Right Fix workflow worked?

Publish the approved change, run a fresh compatible crawl, and compare the new evidence with the saved result. A resolved local finding confirms the implementation changed; search performance requires separate observation over time.

What are the limits of Find Duplicate Content and Choose the Right Fix?

The check cannot guarantee rankings, indexing, traffic, conversions, inclusion in an AI answer, or a future search-engine action. Interpret it with site context, search performance, and editorial judgment.

What should I do after completing the Find Duplicate Content and Choose the Right Fix workflow?

Save or export the evidence, assign the approved action, and use the related guides linked on the page for the next check. After implementation, repeat the same workflow against a fresh crawl so the result is comparable.

Keep moving

Turn this answer into the next action.

Run a first auditStart with measured crawl evidence →Verify a completed fixCheck the result with fresh evidence →
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