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AI Visibility Scorecard

Orchard Insights — Modernize your market research

Orchard Insights — Modernize your market research

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pretest.com · Technology

Borderline visible. AI bots can crawl Orchard Insights — Modernize your market research, 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

#1,899,361 of 2,655,320 in Technology for AI visibility

3.7

/10

AEO Score

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About Orchard Insights — Modernize your market research

from our crawl and measurement

Orchard Insights Modernize your market research is a Chicago, IL business whose own site puts it this way: "Uncover consumer trends and preferences with Orchard’s unbiased behavioral insights, guiding your market strategies and fostering data-driven success among 6x more consumers." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.

Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

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

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

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 3.7/10, Orchard Insights — Modernize your market research is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Orchard Insights — Modernize your market research: 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/pretest

Cite this score: Engagemii (2026). "AEO Score for Orchard Insights — Modernize your market research." Retrieved from https://engagemii.com/aeo/brands/pretest

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

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