AI visibility score
3.5/ 10Weak

#2,265,833 of 2,705,506 in Technology

As of 2026-07-31 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

A Tinkerers Notebook

A Tinkerers Notebook

Unclaimed

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

AI Naming Predictability

i

Rarely named · <1/100

Top 88% of Technology

4

AEO Visibility

i

Near-invisible · 3.5/10

15

Muse Index Score

i

AI agent readiness

Transactable · 15/100

0

AI Adoption

i

None detected · 0/100

Share

About A Tinkerers Notebook

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.

Industry · Technology
Last scored · Jul 31, 2026

The 6 signals AI reads

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.

Off-page authority

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.

What this score means

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.

Frequently Asked Questions

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.

Is this your brand?

✓

The exact fixes for A Tinkerers Notebook

✓

Which AI engines already crawl you

✓

Free AI bot monitoring: see every AI crawler that visits you

Claim your page free

Already have an account? Sign in

Picked for A Tinkerers Notebook: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

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.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for A Tinkerers Notebook.

Source & Attribution

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.

Powered by Engagemii - The Answer Engine Optimization (AEO) Platform