docs(library): update aeo-vs-geo-what-answer-engine-and-generative-engine-optimization-actually-mean

[icecrasher321]

Summary

• Refreshes the library post aeo-vs-geo-what-answer-engine-and-generative-engine-optimization-actually-mean (apps/sim/content/library/aeo-vs-geo-what-answer-engine-and-generative-engine-optimization-actually-mean/index.mdx).
• Title unchanged.
• A replacement article was merged into the existing post.
• Requested change: MERGE this refresh into the existing library post; do not swap out or wholesale replace the current article. Copy the resolved target exactly: library/aeo-vs-geo-what-answer-engine-and-generative-engine-optimization-actually-mean. Keep the existing title unless the repository already differs from th…

Generated by the Library Post PR Updater workflow. Not built or tested locally. After the PR opens, the workflow content gate checks changed paths, frontmatter keys, FAQ placement, and internal links; CI check:library-content validates the post once it is enabled.

• I confirm that I have read and agree to the terms outlined in the Contributor License Agreement (CLA)

[icecrasher321]

@cubic review

[icecrasher321]

@greptile

[vercel]

The latest updates on your projects. Learn more about Vercel for GitHub.

1 Skipped Deployment

Project	Deployment	Actions	Updated
docs	Skipped		Oct 6, 2026 12:12am UTC

[cubic-dev-ai]

@cubic review

@icecrasher321 I have started the AI code review. It will take a few minutes to complete.

[cubic-dev-ai]

No issues found across 1 file

Confidence score: 5/5

• Automated review surfaced no issues in the provided summaries.
• No files require special attention.

_{Re-trigger cubic}

[cubic-dev-ai]

No issues found across 1 file

Confidence score: 5/5

• Automated review surfaced no issues in the provided summaries.
• No files require special attention.

_{Re-trigger cubic}

[greptile-apps]

Confidence Score: 4/5

[Low risk] Updates documentation content and metadata.

The PR appears safe to merge, with a non-blocking readability issue in the comparison section.

Findings

1.  Duplicate comparison table ▶

Summary

The PR substantially expands the existing AEO-versus-GEO library article, adding FAQs, practical guidance, measurement methods, and source references while retaining the original post. The adjacent comparison tables should be consolidated for readability.

_{Reviews (1) · Last reviewed commit: "docs(library): update aeo-vs-geo-what-an..."}

[greptile-apps]

Duplicate comparison table The table immediately above already compares SEO, AEO, and GEO. This added table repeats their goals, visibility units, and measurements, making readers work through the same comparison twice. Consolidating them into one table would make the section easier to read.

Suggested change

	| Discipline | Primary objective | Typical unit of visibility | Representative measurements |
	| --- | --- | --- | --- |
	| SEO | Earn visibility and visits from search results | Ranked page or search result | Rankings, impressions, clicks, click-through rate, organic sessions, and conversions |
	| AEO | Supply a direct and correct answer | Extracted answer or answer block | Featured-answer ownership, answer inclusion, impressions, clicks, and conversions |
	| GEO | Become a retrieved, cited, or accurately synthesized source | Citation, mention, or attributed passage | Citation rate, mention rate, share of voice, source inclusion, referral traffic, and conversions |

Note: If this suggestion doesn't match your team's coding style, reply to this and let me know. I'll remember it for next time!