AI Visibility Scorecard
multnomahgroup.com · Professional Services
Borderline visible. AI bots can crawl Forward, 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.
AI engines read this profile 8 times
Meta AI · Claude · Amazon Alexa · ShapBot
#23,111 of 528,952 in Professional Services for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
Professional Services average 8
Top 7% of Professional Services
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Professional Services average 18
See what's behind this score →0
from our crawl and measurement
Forward, based in Portland, OR, describes itself simply: "Develop, document and maintain successful retirement savings programs with the help of Portland-based Multnomah Group." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 8 times in our tracking, including ClaudeBot (Anthropic), Meta AI and AmazonBot (Alexa AI).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Forward is crawlable but under-signaled - fixable, and the signals above are where to start.
Who is Multnomah Group?
Multnomah Group is a 100% fee-for-service consulting firm. We help clients create a world-class retirement plan for their employees without the shadow of conflicts or shareholders. Our focus is on you, the plan sponsor. We help you understand the responsibilities and navigate the complexities of overseeing your retirement plan.
Is this your brand?
The exact fixes for Forward
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Forward.
Scored by Engagemii on October 23, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/multnomahgroup
Cite this score: Engagemii (2026). "AEO Score for Forward." Retrieved from https://engagemii.com/aeo/brands/multnomahgroup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform