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AI Visibility Scorecard

Needle and Grain

Needle and Grain

Unclaimed

needleandgrain.com · E-commerce

Somewhat visible. AI bots can read Needle and Grain, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Apple Intelligence · Claude

#114,131 of 665,064 in E-commerce for AI visibility

6

AEO Visibility

i

Borderline · 5.5/10

20

Muse Index Score

i

AI agent readiness

Basic · 20/100

0

AI Adoption

i

None detected · 0/100

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About Needle and Grain

from our crawl and measurement

Needle and Grain is a Columbia, TN business whose own site puts it this way: "Located in Columbia, TN, Needle & Grain is a curated general store offering unique home goods, handcrafted skincare, whimsical toys, and timeless children’s clothing." Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (HomeGoodsStore, WebSite, BreadcrumbList), an llms.txt file for AI models and a sitemap.

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).

Industry · E-commerce
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

9

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

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 5.5/10, Needle and Grain has a working base to build on - fixable, and the signals above are where to start.

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Picked for Needle and Grain: 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 August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Needle and Grain." Retrieved from https://engagemii.com/aeo/brands/needleandgrain

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

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