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AI Visibility Scorecard

Sandra Larson, M.S.  -- Boston freelance journalist covering urban issues and policy

Sandra Larson, M.S. -- Boston freelance journalist covering urban issues and policy

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sandralarsononline.com · Media & Entertainment

Borderline visible. AI bots can crawl Sandra Larson, M.S. -- Boston freelance journalist covering urban issues and policy, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,370,201 of 1,897,636 in Media & Entertainment for AI visibility

3.8

/10

AEO Score

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About Sandra Larson, M.S. -- Boston freelance journalist covering urban issues and policy

from our crawl and measurement

Sandra Larson, M.S. -- Boston freelance journalist covering urban issues and policy is a business whose own site puts it this way: "Boston-based independent journalist covering cities and urban policy with a solutions lens. Contributor to CQ Researcher, Shelterforce, HealthCity, Next City, Reasons to be Cheerful and the." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.

On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on a few credibility markers and partial sitemap and link coverage. What holds it back is a clearly stated business identity and structured data describing the business.

Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Media & Entertainment
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.8/10, Sandra Larson, M.S. -- Boston freelance journalist covering urban issues and policy is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Sandra Larson, M.S. -- Boston freelance journalist covering urban issues and policy

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Sandra Larson, M.S. -- Boston freelance journalist covering urban issues and policy: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/sandralarsononline

Cite this score: Engagemii (2026). "AEO Score for Sandra Larson, M.S. -- Boston freelance journalist covering urban issues and policy." Retrieved from https://engagemii.com/aeo/brands/sandralarsononline

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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