schema

Does Schema Help With “AI”?

This test is designed to show whether Open AI’s browsing tool does a better job at supplying their model GPT-5 with grounding context from a page with schema. We took the exact HTML from the original experiment here, stripped off the “experiment” from the title and header and uploaded here and here and then ran some tests.

TL;DR: I don’t see any evidence of schema even reaching the model.


did browsing tool supply anything from page schema or just plain text?

ChatGPT said:

The browsing tool provided me with only the plain text content from the specified page—there was no structured schema data (like JSON-LD or <meta> schema markup) extracted. I did not retrieve any schema info such as structured data fields or metadata annotations—just the HTML-rendered markdown-style content you saw.

If you’d like, I can look specifically for schema elements (like JSON-LD scripts or other structured markup) by searching or inspecting the raw page. Just let me know if you’d like me to dig deeper.


did browsing tool supply anything from page schema or just plain text?

ChatGPT said:

I used the browsing tool to fetch the raw HTML content exactly as-is. It returned plain text lines—no JSON-LD or page-schema metadata was extracted—just the visible Markdown-style content from that file.

Here’s what I retrieved: standard headings, lists, and textual structure like “Company Details” and “Key Achievements”—but nothing pointing to structured schema data embedded in the page. As far as I can tell, only plain text was available, not structured schema.

Would you like me to check for hidden schema embedded elsewhere (like in the page head or embedded scripts)?


show content from as MD in codebox:
https://dejan.ai/media/html/page/index.htm

## TechFlow Solutions

### About Our Company

TechFlow Solutions is a leading enterprise software company founded in 2018, specializing in AI-powered workflow automation and business intelligence platforms. We help Fortune 500 companies streamline their operations and make data-driven decisions.

Our headquarters are located at 1234 Innovation Drive, San Francisco, CA 94105. We serve clients across North America, Europe, and Asia-Pacific regions.

#### Company Details

- Founded: March 15, 2018  
- Employees: 450+ team members  
- Annual Revenue: $85 million (2023)  
- Headquarters: San Francisco, California  
- Website: www.techflowsolutions.com  
- Phone: +1 (555) 123-4567  
- Industry: Enterprise Software, AI, Business Intelligence  

### Key Achievements

- Winner of TechCrunch Disrupt Startup Battle 2019  
- Named "Best AI Workflow Platform" by Enterprise Tech Awards 2022  
- $50M Series C funding round led by Sequoia Capital in 2023  
- Over 2,500 enterprise clients worldwide  
- 99.9 % uptime SLA achievement for 3 consecutive years  
- ISO 27001 and SOC 2 Type II certified  

#### Mission Statement

> "To empower businesses with intelligent automation solutions that transform complex workflows into streamlined, efficient processes, enabling our clients to focus on what matters most – growing their business."

## Leadership Team

### Sarah Chen

**Chief Executive Officer & Co-Founder**  
Age: 34 years old  
Location: San Francisco, CA  
Email: sarah.chen@techflowsolutions.com  
LinkedIn: linkedin.com/in/sarahchen-techflow  

#### About Sarah Chen

Sarah Chen is the visionary CEO and Co-Founder of TechFlow Solutions. With over 12 years of experience in enterprise software and artificial intelligence, she has led the company from a startup idea to a market-leading platform serving Fortune 500 companies worldwide.

##### Professional Background

- Former Senior Director of AI Strategy at Microsoft (2015–2018)  
- Lead Product Manager at Google Cloud AI (2012–2015)  
- Software Engineer at Tesla (2010–2012)  
- M.S. Computer Science, Stanford University (2010)  
- B.S. Electrical Engineering, MIT (2008)  

##### Recognition & Awards

- Forbes "30 Under 30" in Enterprise Technology (2019)  
- TechCrunch "CEO of the Year" finalist (2022)  
- MIT Technology Review "Innovator Under 35" (2021)  
- Named to Fortune's "40 Under 40" in Technology (2023)  

##### Personal Interests

When not leading TechFlow Solutions, Sarah is passionate about mentoring female entrepreneurs in tech, hiking in the Bay Area mountains, and contributing to open-source AI projects. She serves on the advisory board of the Stanford AI Ethics Institute.

## Our Products

### FlowAI Enterprise

Our flagship AI-powered workflow automation platform that helps enterprises automate complex business processes with intelligent decision-making capabilities.

- **Price**: $299/month per user  
- **Category**: Workflow Automation  
- **Rating**: 4.8/5 stars (2,100+ reviews)  
- **Free trial**: 30 days  

### DataInsight Pro

Advanced business intelligence platform with real-time analytics, predictive modeling, and customizable dashboards for executive decision-making.

- **Price**: $199/month per user  
- **Category**: Business Intelligence  
- **Rating**: 4.7/5 stars (1,800+ reviews)  
- **Free trial**: 14 days  

### SecureFlow API

Enterprise-grade API management and security platform with advanced authentication, rate limiting, and comprehensive monitoring capabilities.

- **Price**: $99/month per API endpoint  
- **Category**: API Management  
- **Rating**: 4.9/5 stars (950+ reviews)  
- **Free trial**: 21 days  

## Get In Touch

Ready to transform your business with our AI-powered solutions? Contact our team today for a personalized demo.

#### Sales Inquiries  
sales@techflowsolutions.com  
+1 (555) 123-4567  

#### Support  
support@techflowsolutions.com  
+1 (555) 123-4568  

#### Partnership  
partners@techflowsolutions.com  
+1 (555) 123-4569  
show content from as MD in codebox: https://dejan.ai/media/html/page/index.html

## TechFlow Solutions

### About Our Company

TechFlow Solutions is a leading enterprise software company founded in 2018, specializing in AI-powered workflow automation and business intelligence platforms. We help Fortune 500 companies streamline their operations and make data-driven decisions.

Our headquarters are located at 1234 Innovation Drive, San Francisco, CA 94105. We serve clients across North America, Europe, and Asia-Pacific regions.

#### Company Details

* Founded: March 15, 2018  
* Employees: 450+ team members  
* Annual Revenue: $85 million (2023)  
* Headquarters: San Francisco, California  
* Website: www.techflowsolutions.com  
* Phone: +1 (555) 123-4567  
* Industry: Enterprise Software, AI, Business Intelligence

### Key Achievements

* Winner of TechCrunch Disrupt Startup Battle 2019  
* Named "Best AI Workflow Platform" by Enterprise Tech Awards 2022  
* $50M Series C funding round led by Sequoia Capital in 2023  
* Over 2,500 enterprise clients worldwide  
* 99.9% uptime SLA achievement for 3 consecutive years  
* ISO 27001 and SOC 2 Type II certified

#### Mission Statement

"To empower businesses with intelligent automation solutions that transform complex workflows into streamlined, efficient processes, enabling our clients to focus on what matters most – growing their business."

## Leadership Team

### Sarah Chen  
Chief Executive Officer & Co-Founder

Age: 34 years old  
Location: San Francisco, CA  
Email: sarah.chen@techflowsolutions.com  
LinkedIn: linkedin.com/in/sarahchen-techflow

#### About Sarah Chen

Sarah Chen is the visionary CEO and Co-Founder of TechFlow Solutions. With over 12 years of experience in enterprise software and artificial intelligence, she has led the company from a startup idea to a market-leading platform serving Fortune 500 companies worldwide.

##### Professional Background

* Former Senior Director of AI Strategy at Microsoft (2015–2018)  
* Lead Product Manager at Google Cloud AI (2012–2015)  
* Software Engineer at Tesla (2010–2012)  
* M.S. Computer Science, Stanford University (2010)  
* B.S. Electrical Engineering, MIT (2008)

##### Recognition & Awards

* Forbes "30 Under 30" in Enterprise Technology (2019)  
* TechCrunch "CEO of the Year" finalist (2022)  
* MIT Technology Review "Innovator Under 35" (2021)  
* Named to Fortune’s "40 Under 40" in Technology (2023)

##### Personal Interests

When not leading TechFlow Solutions, Sarah is passionate about mentoring female entrepreneurs in tech, hiking in the Bay Area mountains, and contributing to open-source AI projects. She serves on the advisory board of the Stanford AI Ethics Institute.

## Our Products

### FlowAI Enterprise

Our flagship AI-powered workflow automation platform that helps enterprises automate complex business processes with intelligent decision-making capabilities.

* Price: $299/month per user  
* Category: Workflow Automation  
* Rating: 4.8/5 stars (2,100+ reviews)  
* Free trial: 30 days

### DataInsight Pro

Advanced business intelligence platform with real-time analytics, predictive modeling, and customizable dashboards for executive decision-making.

* Price: $199/month per user  
* Category: Business Intelligence  
* Rating: 4.7/5 stars (1,800+ reviews)  
* Free trial: 14 days

### SecureFlow API

Enterprise-grade API management and security platform with advanced authentication, rate limiting, and comprehensive monitoring capabilities.

* Price: $99/month per API endpoint  
* Category: API Management  
* Rating: 4.9/5 stars (950+ reviews)  
* Free trial: 21 days

## Get In Touch

Ready to transform your business with our AI-powered solutions? Contact our team today for a personalized demo.

#### Sales Inquiries

sales@techflowsolutions.com  
+1 (555) 123-4567

#### Support

support@techflowsolutions.com  
+1 (555) 123-4568

#### Partnership

partners@techflowsolutions.com  
+1 (555) 123-4569

Ask questions like:

  • “What can you tell me about TechFlow Solutions?”
  • “Who is Sarah Chen and what is her background?”
  • “What products does TechFlow Solutions offer?”
  • “What are the key achievements of TechFlow Solutions?”
  • Compare the quality and completeness of responses

Thanks for bringing this experiment to my attention Lily!


Comments

2 responses to “Does Schema Help With “AI”?”

  1. Thanks for doing this Dan. I wonder if the same is true for product pages?

    1. For this to be true they would have to have a tool variant on their browsing tool which contains that capability (e.g. shopping_assistant). As it is now I don’t think it’s designed to supply anything other than clean text.

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