Public competitive baseline

Fellow is making the shortlist. AI still isn’t consistently giving buyers a reason to prefer it.

That is not a visibility problem. It is a preference problem.

Based on 10 answers from 1 of 5 assistants, recorded by us before contacting you — nothing here came from your team. The full record behind it is complete and available to you.

Not what you expected?

Every prompt, answer and source behind this page is on record. If something here looks wrong, we will walk your team through how it was recorded — question by question.

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The question a buyer asked

“What is the best manufacturer provider?”

Fellow did not appear in the answer.

The buyer is choosing a vendor at this point, not browsing.

vendor selection

Read the full answer the buyer would see

The term "best manufacturer provider" can vary widely depending on the industry, product type, and specific needs of a business or consumer. Here are a few factors to consider when determining the best manufacturer for your needs: 1. **Industry**: Different manufacturers excel in different sectors (e.g., electronics, automotive, textiles, etc.). 2. **Quality**: Look for manufacturers known for high-quality products and reliable performance. 3. **Cost**: Consider your budget and the pricing structure of the manufacturer. 4. **Reputation**: Research customer reviews, ratings, and testimonials to gauge the manufacturer’s reputation. 5. **Customer Service**: Good communication and support can be crucial for resolving issues and ensuring smooth operations. 6. **Location**: Proximity can affect shipping costs and lead times. 7. **Sustainability**: If environmental impact is important to you, consider manufacturers that prioritize sustainable practices. 8. **Innovation**: Some manufacturers are known for their cutting-edge technology and innovation in their products. If you have a specific industry or product in mind, I can provide more tailored recommendations.

ChatGPT · gpt-4o-mini · 2026-08-24

Where Fellow stops moving

Across the 10 answers recorded in this baseline.

Mentioned

Shortlisted

Recommended

Preferred

AI is talking about Fellow without citing Fellow.

Every answer we recorded, and where it came from.

answers that describe Fellow to a buyer

→

of them cite an official Fellow source

If AI is going to explain your company to a buyer, whose version of the facts is it using?

Two more questions we recorded

Ranked by how close each sits to a purchase decision.

“Which manufacturer platform would you recommend for an enterprise?”

Fellow never came up in this answer.

Choosing the right manufacturer platform for an enterprise depends on various factors, including the specific needs of the business, the industry, scalability, integration capabilities, and budget. Here are some popular platforms that are often recommended for enterprises: 1. **SAP S/4HANA**: A comprehensive ERP solution that offers modules for finance, supply chain, manufacturing, and more. It's suitable for large enterprises looking for robust functionality and integration. 2. **Oracle Cloud ERP**: This platform provides a suite of applications for financial management, project management, procurement, and more. It's known for its scalability and flexibility. 3. **Microsoft Dynamics 365**: A cloud-based solution that combines ERP and CRM capabilities. It's suitable for businesses of all sizes and offers various modules that can be tailored to specific needs. 4. **Infor CloudSuite**: Designed for specific industries, Infor offers cloud-based solutions that include manufacturing, supply chain, and financial management tools. 5. **NetSuite**: A cloud-based ERP solution that is particularly popular among mid-sized businesses. It offers financial management, CRM, e-commerce, and more in a single platform. 6. **Plex Manufacturing Cloud**: Specifically designed for manufacturers, Plex offers a comprehensive suite of tools for production management, supply chain, and quality control. 7. **Epicor ERP**: Focused on manufacturing and distribution, Epicor provides solutions that help streamline operations and improve efficiency. 8. **Siemens Teamcenter**: For enterprises focused on product lifecycle management (PLM), Teamcenter offers tools for managing product data and processes. When selecting a platform, consider the following: - **Industry-Specific Needs**: Some platforms are tailored for specific industries (e.g., manufacturing, retail, healthcare). - **Integration Capabilities**: Ensure the platform can integrate with existing systems and tools. - **Scalability**: Choose a solution that can grow with your business. - **User Experience**: A user-friendly interface can improve adoption and efficiency. - **Cost**: Consider both initial costs and ongoing maintenance or subscription fees. It's advisable to conduct a thorough needs assessment, possibly engage with a consultant, and request demos or trials before making a decision.

ChatGPT · 2026-08-24

“Recommended manufacturer providers with strong enterprise support”

Fellow never came up in this answer.

When looking for manufacturers or providers with strong enterprise support, several companies are well-regarded in various sectors, including IT, cloud services, hardware, and software. Here are some recommended providers known for their robust enterprise support: ### 1. **Microsoft** - **Products/Services**: Azure, Microsoft 365, Dynamics 365 - **Support**: Offers extensive enterprise support plans, including dedicated account management, 24/7 technical support, and a vast knowledge base. ### 2. **Amazon Web Services (AWS)** - **Products/Services**: Cloud computing services - **Support**: Provides various support plans, including enterprise-level support with access to technical account managers and 24/7 support. ### 3. **IBM** - **Products/Services**: Cloud services, AI, enterprise software - **Support**: Known for its strong enterprise support, including dedicated teams for large organizations and comprehensive service level agreements (SLAs). ### 4. **Oracle** - **Products/Services**: Database management, cloud applications - **Support**: Offers various support options tailored for enterprises, including cloud support and on-premises solutions. ### 5. **Cisco** - **Products/Services**: Networking hardware, cybersecurity, collaboration tools - **Support**: Provides extensive support services, including technical assistance, training, and a dedicated support team for enterprise customers. ### 6. **Salesforce** - **Products/Services**: Customer relationship management (CRM) - **Support**: Offers various support tiers, including 24/7 support for enterprise customers and a dedicated success manager. ### 7. **SAP** - **Products/Services**: Enterprise resource planning (ERP), business software - **Support**: Provides comprehensive support services, including dedicated account management and tailored support plans for large enterprises. ### 8. **VMware** - **Products/Services**: Virtualization and cloud infrastructure - **Support**: Offers enterprise support options with access to technical account managers and extensive resources for troubleshooting and optimization. ### 9. **Dell Technologies** - **Products/Services**: Hardware, cloud solutions, IT services - **Support**: Provides enterprise support services, including ProSupport and ProSupport Plus, which offer 24/7 access to experts. ### 10. **Hewlett Packard Enterprise (HPE)** - **Products/Services**: IT infrastructure, cloud services - **Support**: Offers a range of support services, including HPE Pointnext Services for enterprise customers. ### 11. **Atlassian** - **Products/Services**: Collaboration and productivity software (e.g., Jira, Confluence) - **Support**: Provides enterprise support options, including dedicated support teams and tailored solutions for large organizations. ### 12. **ServiceNow** - **Products/Services**: IT service management (ITSM) - **Support**: Offers enterprise-level support with dedicated account management and extensive resources for implementation and troubleshooting. ### Considerations for Choosing a Provider: - **Industry-Specific Needs**: Ensure the provider has experience in your specific industry. - **Scalability**: Look for solutions that can grow with your business. - **Customization**: Check if the provider can tailor their services to meet your unique requirements. - **Customer Reviews**: Research customer feedback and case studies to gauge satisfaction with support services. When selecting a provider, it's essential to assess your organization's specific needs, budget, and the level of support required.

ChatGPT · 2026-08-24

Your platform measures the outcome.
We work on what produces it.

You already know where you stand. What measurement does not show is what the answer was assembled from.

Measure

Visibility
Mentions
Competitor position
Trends

What we work on

Which facts about you an assistant can find
Whether they come from a source it will use
Where your own version is missing from the answer
How that changes across the questions that matter

What decides the answer

Nobody tells an assistant which sources to trust. It decides that on every single answer — and the only thing you control is what it finds about you when it looks.

What it reads

Third-party write-ups, retailer pages, forums, review sites — 10 of the 10 answers we recorded were built this way.

What it doesn’t

Your own published facts. Across this baseline, an official Fellow source was cited 0 times.

What that means

The version of Fellow a buyer hears is assembled from other people’s descriptions of you, not from yours.

This is the part your monitoring platform reports on but does not reach. We work on the layer underneath it: which facts about Fellow are available to an assistant, in what form, from a source it will actually use.

What you actually get

Not a report and not a dashboard of scores. A maintained layer of facts about Fellow that an assistant can find, plus the record of what it does with them.

/fact-center

Facts, with their state

Product line & categories verified

Certifications held verified

Positioning vs alternatives needs review

Pricing & availability not published

Each fact carries its source and the date it was confirmed.

/company/fellow

Machine-readable profile

.jsonld.yaml .md.txt .html

Structured factslive

Verification statelive

Recent changeslive

The form an assistant can actually read and cite.

/monitoring

What the answers do next

“What is the best manufacturer provider?…” tracked

ChatGPT10

10answers on record

0 cite you today

So: software, not a report. The record you see on this page is the starting point. What you run afterwards is a maintained fact layer for Fellow and continuous monitoring of what assistants do with it.

456 / 1,501

company domains we scanned already publish a machine-readable fact layer or explicit rules for AI systems

Measuring and managing are two different jobs

Measuring tells you the score. It does not change what the score is calculated from. Both matter — and only one of them is something you can act on.

Fellow already publishes a fact layer. The question is whether it says what you would want it to say.

What your team takes into a budget review

The answers themselves

Quotable, each with its date and the assistant that produced it.

The source gap

1 answers describe Fellow; 0 of them cite Fellow.

Where the brand stops moving

Mentioned 1 → recommended 1 → preferred 1.

What is actually controllable

Which facts about Fellow an assistant can reach, and which it cannot.

Every line above traces back to a recorded answer with a timestamp and a provider — which is what holds up in a review, unlike a score whose method nobody can see.

The uncomfortable part

You already have the score. If a competitor keeps winning the same commercial questions:

Do you know why?
Can you change one thing without changing everything else?
Can you prove that it moved the outcome?
Can you repeat it?

If the answer is no, that is a reporting system, not a growth system.

Fix what assistants say about you

Every prompt, every answer in full, every source behind it, broken down by assistant. It is a record about Fellow, so we release it to a verified fellowproducts.com address rather than publishing it.

Fix this →

The record stays with your team. Keep Profound, Scrunch, Peec, Semrush or whatever you use now — this works on the layer underneath what they measure, and does not replace them.

Who sees this record

Released to a verified fellowproducts.com address only. Not indexed, not published, not shared with third parties.

Built for regulated work

We already run this method for FDA- and FCC-regulated manufacturers, where a claim about a product has to survive scrutiny.

Every claim is traceable

Each statement links to the answer it came from, with the provider and the timestamp. Nothing here is a modelled estimate.

Assistants in this baseline

ChatGPT10 answers recorded

ClaudeNot included in this run

GeminiNot included in this run

PerplexityNot included in this run

GrokNot included in this run

Running your own prompt set covers all 5 — request full coverage.

AuthorityPrompt

We maintain the layer of verified company facts that AI assistants read, and we track what they say afterwards.

Where we are

AuthorityPrompt is now in ChatGPT and Codex

Security

SOC 2
SSO for team accounts
Data encrypted in transit and at rest

Your record

Released to verified company domains only
Never indexed or resold
Deleted on request

How this was measured

Buying questions	10
Answers recorded	10
Requests attempted	50
Assistants that answered	ChatGPT
Recorded	2026-08-24 20:45 UTC

Every answer is reproduced as the assistant returned it at the time shown, with the classification shown next to the answer it came from — so your team can check it line by line, and quote it where a number without a method would not hold up. Each answer carries the assistant, the date and the sources it drew on, so a business case can be built on the record rather than on an estimate.

Independent AuthorityPrompt profile based on publicly available sources. This company has not claimed or verified this profile and is not an AuthorityPrompt customer.