AI Visibility Scorecard
murrayfife.com · Technology
Borderline visible. AI bots can crawl A Tinkerers Notebook, 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 1 times
Claude
#2,265,833 of 2,705,506 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
15
Muse Index Score
iAI agent readiness
Transactable · 15/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
A Tinkerers Notebook works in Finance & Insurance. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
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
Weak
No inbound links found yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.5/10, A Tinkerers Notebook is crawlable but under-signaled - fixable, and the signals above are where to start.
How to Use the Supplement?
The Black Tide Trading Company supplement is structured to work alongside the base AD&D365 configuration guides, not to replace them. Each guide in the supplement mirrors its corresponding base guide and provides BTTC-specific values for every field that learners are asked to configure. The approach is straightforward. Open the base guide in one window and the supplement in another.
What Is Rolling Cart Inventory Management?
Rolling cart inventory management is the structured control of materials stored in mobile carts that support production, repair, enchantment, or packing operations. It includes defining which items belong on each cart, setting minimum and maximum quantities, tracking consumption against production orders, replenishing from central warehouse stock, and counting inventory on a scheduled basis.
What Is a Billback?
A billback is a backward-looking claim rooted in agreed commercial terms. It typically appears after invoices have already been issued and, in many cases, already paid. In simple terms, a billback says: the payment was correct when it happened, but the contract now says the coin is owed back. Billbacks are contractual, not operational. They do not suggest failure, damage, or error in the delivery process.
What Is a Chargeback?
A chargeback is enforced, not requested. It is a claim imposed by a guild, regulatory authority, clearinghouse, or a buyer with contractual enforcement power. Once a chargeback is issued, the seller cannot negotiate, dispute, or decline it. The adjustment happens. In Faerûn, chargebacks often arrive bearing guild seals, magistrate writs, or official dock stamps.
What Is a Deduction?
A deduction occurs at the moment of payment. The buyer receives an invoice but remits less than the full amount and provides a reason, claim, or explanation for the shortfall. Unlike a chargeback, a deduction is not enforced by an external authority. Unlike a billback, it is not delayed until the end of the period. It simply arrives, unresolved, sitting in the ledger as an open question.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/murrayfife
Cite this score: Engagemii (2026). "AEO Score for A Tinkerers Notebook." Retrieved from https://engagemii.com/aeo/brands/murrayfife
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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