Your AEO Assessment: marginedge.com

Overall AEO Maturity score: 2 out of 5

Your top 3 priorities

Here's where marginedge.com can make the fastest gains in AEO visibility, accuracy, and traffic. If you only did three things, do these:

  • Fix broken links across your homepage, product, and pricing pages and run a site-wide link audit. With 21.6% of internal links broken, resolving these will unlock technical level 2 and ensure AI sy...

  • Close content gaps by creating new pages that address the key prospect questions your site currently doesn't answer. Prioritize high-intent questions to improve AI citation likelihood and move cont...

  • Adopt a dedicated AEO monitoring tool to systematically track AI citation rates, LLM brand mentions, and AI-referred traffic. Manual spot-checking won't scale as AI-driven discovery accelerates.

AI visibility snapshot

MarginEdge is mentioned in only 4 out of 15 responses, primarily by Perplexity in awareness-stage queries about invoice processing and food cost tracking. When mentioned, the brand is portrayed positively and with reasonable accuracy, highlighting its invoice automation and real-time P&L capabilities. However, the company is notably absent from Claude's responses across nearly all topics, including critical consideration-stage queries like 'best back-office software platforms' where competitors like Restaurant365 are prominently featured. Message pull-through is very weak overall, with the company's core value proposition of eliminating data entry and getting managers 'back on the floor' rarely conveyed even when mentioned.
9.72
%
Mention rate
24.31
%
Citation rate
25
%
Share of voice
55
%
Sentiment
58
%
Accuracy
17
%
Message pull-through

Top competitors mentioned alongside you

What your AEO Assessment covers

Your personalized AEO assessment measures how well marginedge.com is positioned for AI-driven discovery. It evaluates your site’s performance across four key categories—Content, Technical, Authority, and Measurement—to show how effectively AI systems can understand, cite, and recommend your brand.

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Content

Content: Build the source AI trusts

We evaluated how your content performs across freshness, structure, depth, and clarity to see how well it helps AI understand what you do and why you matter.

Content Category Score

Marginedge achieved Level 2 in Content. Key areas for improvement: Content answers at least 40% of the key , At least 20% of content pages published , Average Flesch Reading Ease score is at .

Content answers at least 40% of the key questio...

Close content gaps. The assessment identified key prospect questions that your content doesn't address. Create new content specifically targeting these unanswered questions. Prioritize questions wi...

Pages to fix (highest priority first)

At least 20% of content pages published or upda...

Accelerate content updates. Review and refresh at least 20% of your content every 6 months. Prioritize pages with outdated information, declining traffic, or competitive topics that evolve quickly.

Pages to fix (highest priority first)

Average flesch reading ease score is at least 45

Improve content readability toward a Flesch score of 45+. Maintain technical precision but simplify surrounding language: shorter sentences, active voice, and plain English for non-technical passag...

Pages to fix (highest priority first)

Question Coverage Percentage

Coverage of the 100 most likely questions your target audience will ask related to the topics visible on your site.

Explore content management in Webflow

Technical

Technical: Structure wins

We evaluated how well your site uses schema, other metadata, accessibility, and speed, and more to help LLMs understand the structure and meaning of your content and establish one part of your authority in AI-driven search.

Technical Category Score

MarginEdge has solid foundations in place—HTTPS, valid sitemap, and strong accessibility. The main opportunity is addressing broken links across the site, which will strengthen credibility with both visitors and AI systems and unlock the next level of technical maturity.

Fix broken links on key pages

Your homepage, product, and pricing pages currently have a higher-than-ideal broken link rate. Prioritize fixing these links to improve visitor trust and ensure AI systems can reliably crawl your m...

Pages to fix (highest priority first)

Run a site-wide link audit

About 21.6% of internal links across your site are broken, signaling a maintenance opportunity. Use a crawling tool like Screaming Frog or Semrush to identify and resolve broken links site-wide.

Pages to fix (highest priority first)

Expand structured data coverage

Schema markup exists on 17% of your pages—a good start. Expanding JSON-LD schema (Organization, Product, FAQ, etc.) to 50%+ of pages will help AI engines better understand and surface your content.

Pages to fix (highest priority first)

Schema Coverage Percentage

Share of pages with schema.org metadata for improved LLM and search engine understanding.

Learn about generating schema in Webflow

Authority

Authority: Earn trust, everywhere

We evaluated how your site establishes authority by looking at how and how frequently others talk about you, the associated sentiment, and more.

Authority Category Score

MarginEdge has built strong authority with Google Knowledge Graph presence, robust social profiles, and recognition across major AI platforms. A Wikipedia page gap and opportunities to expand author attribution and industry mentions are the clearest paths to the next level.

Pursue a wikipedia page

Work toward establishing a Wikipedia page by building significant coverage in reliable, independent sources. Wikipedia is a primary training source for all major LLMs and dramatically increases AI ...

Pages to fix (highest priority first)

Expand author bylines on content

Increase named author attribution across blog posts and content pages toward 50%+. Include detailed author bios, link to social profiles, and use Person schema markup to signal expertise and build ...

Pages to fix (highest priority first)

Broaden authoritative industry mentions

At 41% mention rate, you're close to the 50% threshold. Focus on filling gaps in regional publications, adjacent industry sources, and research contexts to achieve pervasive authoritative presence ...

Pages to fix (highest priority first)

Authority Coverage Percentage

Percent of top 50 industry sites that mention you.

Build pages that command authority

Measurement

Measurement: From rankings to representation

This score reflects how well you monitor your visibility across AI systems; from tracking brand mentions and citations to understanding sentiment and share of voice.

Measurement Category Score

MarginEdge has strong analytics foundations with 100% sitewide coverage across 9 tools including GA4 and HubSpot. The next opportunity is layering AEO-specific tracking to measure how AI platforms drive discovery and traffic to your site.

Adopt an AEO monitoring tool

Invest in a dedicated AEO monitoring tool that systematically tracks AI citation rates, LLM brand mentions, and AI-referred traffic. Manual spot-checking doesn't scale — purpose-built tools automat...

Pages to fix (highest priority first)

Start tracking AEO-specific metrics

If not already in place (we cannot tell from the outside), begin monitoring AI bot traffic via server logs, LLM-referred human traffic from platforms like ChatGPT and Perplexity in your analytics, ...

Pages to fix (highest priority first)

Maintain full analytics coverage

Your 100% analytics coverage is excellent — maintain this as you add AEO tracking layers. Complete coverage ensures you can accurately measure AI-referred traffic patterns across your entire site w...

Pages to fix (highest priority first)

Measurement Coverage

Presence of externally visible signs on your website that you are using measurement tools.

Measure LLM-traffic with Webflow Analyze