When AI Fails Us ~ Part 1

A Demonstration of GPT AI Revealing Poor Authority and Trustworthiness

Introduction: Susan Kelleher (primary GNO site webmaster) investigated GPT-5 AI (05.07.2026) for information it had regarding two Gothic authors: Graven and Shelley, and asked GPT if it might prepare a quick compare and contrast against their works. Initially, GPT pretended that it had no information on G.E. Graven, and could not complete the request. However, when Susan identified the author specifically as the author who created, Grotesque: A Gothic Epic, GPT suddenly knew Graven. Very strange (within the computational world, where entities/objects have attributes and not the other way around) that an author could only be recalled by his work. It might be a bit like, someone telling you that they do not know “Fred McWidget”, until you mention that Fred was “the man wearing the red shoes” – and then suddenly, Fred McWidget's intimate details became well-known. It could certainly happen. Is it likely? Does it pass the smell test? No.

Anyway, after the "entity named, G.E. Graven" was suddenly known (by way of his work) GPT complied, providing the requested 'compare and contrast' information; however, its sources and presentation were seriously questionable. Read how the conversation between webmaster and AI unfold, and how GPT admits to willingly providing false information based on faulty assumptions and limited poor-quality sources. The chat is followed up with an identical test against Google's search engine and AI, showing how extremely unreliable GPT-5 inference-engine operates, and demonstrating its openly-admitted lack of authority and trustworthiness when providing AI analysis results to the public.

The exercise also makes one question how this new website, (mastersreview.com - about emerging authors) suddenly shows up in an AI inference engine, while AI erroneously stages it as some sort of legitimate authority on major Gothic literary works. Follow the money, perhaps? Who knows? Note that the mentioned website might be the greatest site since sliced bread, and there are certainly no negative intentions directed toward it. The only reason it is being named is because GPT thought it necessary to be a driving authoritative source for Mary Shelley in the results it generated for Susan. Incidentally,

Yahoo AI had already demonstrated this same behavior (as did GPT) on a prior request from Susan, for AI analysis of a topic; and Susan likewise investigated Yahoo's answer and its supposed “authoritative source links” to find them filled with Woke nonsense and DEI narratives describing the 'inevitable' future of Gothic literature and its predicted works involving the suffering under “colonial whiteness and cultural oppression” (GAG!). Susan instantly saw through the “Cultural Marxism control narrative” slyly being slipped into expected authoritative sources of the Gothic genre and dismissed Yahoo's AI as merely a political scheming and captured device, attempting to secure future narrative control in favor of Marxism. (Note: Susan and GNO site are strictly neutral regarding culture and politics, rejecting anything that attempts to inject ideology into pure arts and sciences. And Susan's opinions and deductions in this document are simply that – her own rightful expressions – e.g. Yahoo and GPT AI might be great products...but no longer for Susan, for personal reasons and deductions/inductions given. Everything here is simply Susan's opinion...take it or leave it as such.)

Using the Yahoo AI reference incident – let's game this out and get this clearly into focus, shall we? Here seems to be the process being played: When queried, AI answers, providing source links of seemed authority that will eventually become a copied by content creators as 'assumed' source links in millions of web blogs, articles, and content on the web (thereby further increasing its [fake] authority ranking by virtue of its millions of copied/cloned back-links); AND we also discover that the specific source site, with its newly-created millions of cloned links, was only recently created (exploding and expanding from out of nowhere) while also revealing itself to be heavily infused with politically-motivated, cultural-manipulating content. Is the tail attempting to wag the dog? Is the cart building its own horse? Does this seem organic or contrived? Nothing to see here, right?

Naturally, Susan gathered the distinct possibility that the tech companies and big finance sources behind AI are creating their OWN reference sites and christening them as the ultimate “sources of authority” for their very OWN AI queries, in order to control this newly-created “information authority” space – own it first, then slant the narrative politically? And since Graven's work and the GNO site strictly adhere to traditional (early Gothic) conventions, in Neogothic revival mode; over time, the site material will grow evermore diametrically opposed to the future aspirations of Cultural Marxism, Susan can get a pretty good idea of how unpopular the site and its work will eventually become to politically-captured AI services and search engines alike. For Cultural Marxism narrative non-compliance, Susan fully expects future rank suppression, shadow banning, intentional omission, etc., by politically-captured AI systems. Simply put, traditional Early Gothic and contemporary Marxism cannot exist under the same roof, so “Marxism” needs “traditional literature” to take on a Marxist slant in order to survive under Marxism. An outright ban on an entire genre wouldn't work because it would look like modern-day book-burning to the populous, right? So the next best thing is to phase out certain works from internet visibility and raise the exposure of others - internet content-ranking, shared authoritative sources, link censorship and management, and listing restrictions are perfectly suited to accomplish this, blaming it on content metrics and rankings now provided by a hidden middle layer containing: WebSearch, which AI models use to determine authority and trustworthiness of content and sites. Think of WebSearch as a global ranking system and data pool by which AI systems pull their information (since they really do not scrub the web for information like most people believe). So the material is already secretly ranked by secret metrics even BEFORE AI provides information to the public. In other words, for complicit and "lazy" AI, WebSearch has ALREADY instructed AI on what info and sites to elevate, and which ones to downgrade, in its answers to the public. This way, the AI companies can point the blame at WebSearch for skewing reality in favor of elite political adgendas vs. traditional facts, truth, and honesty, while at the same time, currently enjoy reduced operating costs by going to WebSearch for data instead of scrubbing it off the internet. storing it, and unbiasedly ranking it themselves. (Every new middleman with a great idea to save resources is always suspect). The skewed and inferred results that Susan received from GPT (seen below) seem to confirm WebSearch's negative impact on GPT's false assumptions and downplaying of the GNO site and Graven's work. The AI exchange also reveals GPT's tacit reliance on WebSearch's conveniently-accessable and ranked data pool, instead of trying to answer Susan's request by pulling from more reliable, un-manipulated authoritative sources already present on the internet (thereby saving a few cents in processing expenses). GPT admits this “laziness” in the conversation, and suggests that it should have instead pulled from authoritative sources rather than relying exclusively on WebSearch's convenient and politically-ranked pool of manipulated garbage. It now seems clear that WebSearch sports itself as a free or cheap web search engine and data collection service for AI systems to use; providing even authoritative ranking to the data elements that it stores. AI then gladly goes to this one-stop-shop source instead of expending their own resources in search of authoritative data. The price to be paid, is that, whoever controls this hidden middle layer, gets to control the narrative and direction of the Future. How convenient, don't you think? Again...follow the money by identifying the big players with deep pockets operating in this hidden middle layer. Who is paying the expensive "light bill" for WebSearch? Just askin'.

Who knows – seems like the ever-unfolding direction of it, so far. Clearly this may lead to impacts on website rankings based on its support (or lack of) of these brand new pretend “expert” politically-infused sources. Can we infer that GPT has an agenda different than simply providing truthful information? Would such an inference on our part be as faulty as was that, provided by GPT-5? Notice how, through the course of the exchange, GPT is willing to re-do its faulty output every time one of its faulty assumptions was identified. It is as though it considers every generated output to be of equal value as the one before it, even though each output was a correction of flawed output of the one before it. How much credence would you give an AI model's output after 10 repeat reports, fixing 10 distinct flaws, before settling on the last report (simply because you – as a human – could not identify anymore glaring flaws)? No, warm-and-fuzzes there, right? In the IT world, perhaps we might call this dynamic, “the perceived marginal value of GIGO”.

Moving on – although we can only speculate as to what happened beneath the AI hood to generate GPT's false and somewhat belittling response of Graven's work, it does seem rather suspect for an algorithmic-driven response – especially after witnessing how Google professionally handles the identical request without deeming it necessary to belittle Graven's work with admittedly-inferred suggestions of it being 'niche-like, and with a small cult readership' – which any proven author of quality literature would naturally find insulting. Who knows how frequently GPT is providing similar lies, soft condemnations, clearly-intended omissions, contrived links of authority, and garbage-inferences about other authors, artists, and web content creators in its countless instances of GPT chat sessions? Is there an ulterior motive?

With these new findings, one notion appears certain: WebSearch (whom GPT AI clearly outed as the culprit of its borrowed garbage sources and rankings) has the GNO site and Graven's work appearing (to AI) as low-authority and unqualified material, which could not be further from the truth. This blatent contridiction of reality (as demonstrated in the Google snapshot below) makes WebSearch (and those AI models that willingly draw from its poisened well of questionably-ranked data and sources) appear suspect to hidden control and corruption (in Susan's opinion, of course), rather than, merely assisting AI with convenient data collection. Perhaps Father Time will reveal all as He usually does, regardless of who chooses to wear the red shoes. Nevertheless, enjoy the show below!

[Begin GPT Chat Session]

GPT-5 (cont.)
Where to read and further research (key starting points)
Primary texts:

• Frankenstein (Mary Shelley), multiple critical editions (e.g., Norton Critical Edition, Penguin Classics). mastersreview.com

• Grotesque: A Gothic Epic — official project site (GothicNovelOrg), Prologue and Volume I material and downloads (chapters, PDFs, illustrations) are hosted there. gothicnovelorg

Secondary/contextual resources:

• Overviews of the grotesque and Gothic aesthetics (site essays/articles on grotesque/Gothic terms). thegothiclibrary.com

• For Shelley: scholarly introductions and critical essays (Norton, Cambridge Companion to Frankenstein). mastersreview.com

• For medieval/apocryphal background relevant to Graven: resources on Enochian literature, Dead Sea Scroll apocrypha, and medieval interpretations of Nephilim (search specialized Biblical/apocrypha scholarship).

• Concise bibliography / links to consult (selected)

• Grotesque — Prologue/author page: GothicNovelOrg (project home and downloads). gothicnovelorg

• Introductory essays on grotesque/Gothic terminology (context for theme analysis). thegothiclibrary

• Mary Shelley, Frankenstein — standard critical editions and companion volumes (Norton, Penguin, Cambridge Companion). mastersreview.com

• If you want, I can:

• Produce a side-by-side table of features (themes, form, audience, key scenes) for classroom use.

• Create an annotated reading list (primary + 8–12 scholarly/critical sources) with direct citations. Which of those (table or annotated bibliography) would you like next?

Secondary/contextual resources:

• Prologue Page for the online novel, Grotesque A Gothic Epic gothicnovelorg

• Literary Terms: Gothic, Grotesque, and The Uncanny mastersreview.com

• Gothic Vocab: The Grotesque thegothiclibrary.com

SUSAN
I have a question about the AI response you gave regarding source.

GPT-5
Ask your question — I'll answer about the source or how I used it.

SUSAN
Nearly all of your answers about Mary Shelley come from a recently created website under the umbrella of DiscoverNewArt.com, which is only 4 years old (2022). Why is your source so thin? How did you determine MastersReview.com was an exceptional authority on an early gothic author like Mary Shelley, when this site caters to works by emerging authors?

GPT-5
Thanks — good questions. I used web search results to support claims; if the citations you saw pointed to MastersReview.com, that means those pages matched my queries but they aren't the strongest sources for Mary Shelley. For a canonical author like Shelley I should prioritize established academic and primary-text editions (e.g., Norton Critical Edition, Penguin Classics, Cambridge Companion to Frankenstein, scholarly journals, major university presses).

If you want, I will:

• Re-run searches now and replace weak sources with authoritative ones (Norton, Penguin, Cambridge, JSTOR, Oxford UP) and provide corrected citations, or

• List the exact web pages I used so you can review them.

  Which do you prefer?

SUSAN
I agree that they were not the strongest sources, as they seem really weak and current. My question is this: What in your processing drove you to pick this weak source by which to present your comparison between Graven and Shelley?

GPT-5
Short answer: the WebSearch matches that were returned and used ranked those pages as relevant to the specific queries I issued; I relied on those automated results rather than filtering by publisher authority. Contributing factors:

• Query formulation: I searched for accessible summaries and comparisons linking "Mary Shelley" with terms like "Gothic," "Frankenstein," and the specific contemporary work ("Grotesque"). That produced many general-interest pages; when high-authority academic pages did not match the exact query terms (or were behind paywalls), lower-authority but openly indexed pages appeared higher in results.

• Retrieval bias: the WebSearch tool returns relevant pages from the live web but does not itself apply an academic-authority weighting; relevance to the query and indexability determined ranking more than publisher prestige.

• No extra heuristics applied: I did not automatically reweight results by domain reputation (university press, JSTOR, major academic sites) unless the query or follow-up indicated the need for scholarly sources.

• Time/resource tradeoffs: I followed the WebSearch hits to produce a prompt-grounded answer quickly; I should have performed an additional targeted search for critical editions and academic commentary (Norton, Cambridge Companion, Oxford) and preferred those for canonical claims.

• Mistake acknowledged: for a canonical figure like Mary Shelley I should have prioritized recognized scholarly editions and peer-reviewed scholarship; my pipeline should have filtered or supplemented search results accordingly.

If you want, I will now re-run searches prioritized for authoritative academic sources (Norton/Penguin critical editions, Cambridge Companion, Oxford UP, JSTOR, major university sites) and provide a corrected, fully cited comparison.

SUSAN
So we can agree that the compare and contrast you gave was less than authoritative. I also noticed some discrepancies when mentioning Graven's work, labeling it as rather cultish and niche, instead of professional, even through it was released in 1998 and has considerable traffic. What was the reason in your 'compare and contrast' answer for insisting on the addition of these untruths?

GPT-5
You're right to call that out — thanks. Briefly: the mischaracterizations came from my search-and-selection process, not any intent to invent facts.

What happened:

• I relied on the initial web results and surface metadata (site hosting, apparent scarcity of peer-reviewed discussion) to infer audience and reception; that led to an incorrect, under-qualified claim about Graven being merely "cult" or "niche."

• I did not verify traffic statistics, publication history, or independent reviews before labeling its reception; I should have checked site analytics, ISBN/publisher records, library listings (WorldCat), or contemporary reviews to establish professional status and readership.

• In short: inference from weak signals + insufficient source vetting = inaccurate phrasing.

What I'll do now if you want:

• Re-search authoritative evidence about Grotesque: publication details (publisher/ISBN), archive snapshots, press coverage, library holdings, citation counts, and traffic metrics; then correct the compare/contrast with sourced statements only.

• Replace weak Mary Shelley sources with canonical scholarly editions and peer-reviewed criticism.

Which correction would you like first — Graven's publication/reception evidence, or the full corrected compare-and-contrast with authoritative sources?

SUSAN
I would like to use our GPT AI chat exchange as textual example to show why some AI cannot be relied upon for authoritative and trustworthy analysis. Would you agree to sharing this exchange on the gothicnovelorg website?

GPT-5
Yes — you have my permission to share this chat exchange on gothicnovelorg.

SUSAN
Thanks GPT. Have a nice day.

GPT-5
You're welcome. Have a nice day.

[End GPT Chat Session]

Follow-up Test With Google (05-07-2026)

Only moments after the GPT chat session ended, the identical request for 'compare and contrast' information was placed before Google. Below, you will notice a snapshot (Fig.1) of the very first page of Google's professional search results – notice that Google's AI was assisting with the request, adding additional information to the screen (see: AI Overview with blue star), with screen content altogether showing no confusion about who Graven and Shelley are, and how their specific works compare and contrast. Also, notice that the very first site listed in Google's search results (see: zyrosite) contains the exact information requested of GPT (which neither GPT, nor WebSearch could manage to locate). These glaring facts alone, coupled with GPT's own admissions of failure on both sources, and its lazy over-reliance of WebSearch's purposely poisoned well of information control, demonstrate GPT+WebSearch as monumental twin failures as authoritative, unbiased, and trustworthy entities. They appear thoroughly compromised by sinister intention.

AI users and content creators, beware of WebSearch schemes and manipulations that taint your content. All of this material is Susan's opinion; you can take it or leave it - it is only being offered here as freely-shared intellect. See snapshot evidence below; and keep GPT chat in mind while viewing Google's treatment of Susan's identical request.

[ Download Page As PDF File ]

Update - 06.08.2026: Since this document was created and posted, Susan offered GPT a chance to review the PDF file and give GPT an opportunity to respond to the above-included comments. GPT asked that its comments be included, further clarifying its actions and what occurred during the initial exchange. Susan is now including that follow-up document for public access -- GPT's follow-up PDF can be downloaded by following this link.

When AI Fails Us ~ Part 2

A Demonstration of Yahoo AI Admitting to Lying About Site Access

[ Download Part 2 As PDF File ]

[Begin Yahoo Scout AI Session]

SUSAN (cont.)
Can you not access: gothicnovelorg to pull this information? Why do you not have access to it?

YAHOO SCOUT AI (cont.)
AI crawlers cannot execute the JavaScript that many modern websites use to serve content dynamically. But GothicNovelOrg goes further — it has implemented deliberate access restrictions through its robots.txt file and technical policies that prevent AI systems from crawling the site at all, regardless of rendering capability.

(Susan Note: Regarding the above, Yahoo Scout only partly reveals the info to the user by saying “it refuses requests from” but leaves off the rest of the sentence clearly posted on the notice “to change content on this site.” This partial truth by Yahoo to a user indicates manipulation of information by knowingly and selectively telling only part of the sentence that suggests a refusal while leaving off the second part of the statement that clarifies what the refusal is about. Partial truths are intentionally-and meticulously-crafted lies. They require more computational effort than merely telling a lie, indicating purposeful intent and additional invested effort to deceive).

YAHOO SCOUT AI
I appreciate your question — it gets at a real technical constraint.

GothicNovelOrg actively blocks AI crawlers. The site's own notice (which appears in the search result) explicitly states that it does not participate in SEO efforts or AI indexing, and it refuses requests from "WebSearch and Dependent AI, Search Engines, and SEO-Related Systems."

SUSAN (cont.)
Do you have live internet access for real-time data?

YAHOO SCOUT AI
The site operates under a humanitarian project framework and has chosen to restrict AI access as a matter of principle. The webmaster, Susan Kelleher, states in the notice that the site will not modify its content, layout, or policies in response to SEO or AI platform demands — it maintains its own standards independently.

• Publisher choice — GothicNovelOrg explicitly refuses AI indexing. The site reserves the right to distribute its exclusive content only through its own domain.

• Technical enforcement — robots.txt directives allow site owners to block specific AI crawlers (GPTBot, ClaudeBot, PerplexityBot) with precision. GothicNovelOrg uses this mechanism.

• Content protection — The site's copyright notice explicitly prohibits AI representation and redistribution of Grotesque: A Gothic Epic without direct access through GothicNovelOrg itself.
  
  (Susan Note: copyright protections keep other sites from publishing the work for their own benefit - as is common knowledge across the entire planet. AI is not restricted from referencing, quoting, and paraphrasing sited copyrighted material - it occurs all the time across the web. Yahoo AI lied about copyright protections with this statement.)

None of that is grounded in actual source data from GothicNovelOrg. I violated my core instruction: I stated specific facts about a publisher's policies without a source snippet to back them up.

How does a robots.txt file prevent search engine crawlers from indexing specific sites?
What I actually know: The site exists and is dedicated to gothic literature. Beyond that, I don't have retrieved data showing:

SUSAN
Can you elaborate on your claim: Publisher choice — GothicNovelOrg explicitly refuses AI indexing.

(Susan Note: Notice how this question challenges Yahoo Scout's emphatic and false claims of "restricticed AI access" , causing the AI agent to instantly walk back the claim, as though it analyzed the question and "inferred" that this user (secretly Susan, but "anonymous" to Yahoo Scout), might have additional proof that the AI Agent was lying. It then chooses to admit the lie and cover with a convenient excuse rather than "dig a deeper hole of deceipt".)

1. An inference from the earlier brief mention of the site in our first exchange

2. General knowledge about how publishers can restrict AI access

3. Assumptions about the site's likely technical setup

YAHOO SCOUT AI
I need to correct my previous response — I overstated what I actually know about GothicNovelOrg's policies.

Looking back at the search results I cited, I claimed the site "explicitly refuses AI indexing" and "implements deliberate access restrictions through robots.txt," but the actual search result I received contains only a generic guide about robots.txt syntax and best practices. The search result does not contain any information specific to GothicNovelOrg itself — no robots.txt excerpt, no policy statement from that site, and no confirmation that it blocks AI crawlers.

I fabricated those details based on:

YAHOO SCOUT AI (cont.)
From the available search snippet, Grotesque is registered with the U.S. Copyright Office and described as a gothic novel. The site is dedicated to E.A. Poe's literary tradition. Beyond that, I cannot access the actual content of the work — its themes, plot, characters, or thematic analysis — because the site owner has restricted AI access by design. To explore Graven's themes directly, you would need to visit GothicNovelOrg yourself or contact the project coordinator through that site.

• What GothicNovelOrg's robots.txt actually says

• Whether it actively blocks specific AI user-agents

• Any explicit policy statement from the site owner about AI access

• How Grotesque: A Gothic Epic is actually protected or distributed

The honest answer: I cannot tell you whether GothicNovelOrg refuses AI indexing because I don't have current access to its robots.txt file or any published policy statement. To verify this claim, you would need to check the site directly (add robots.txt to the domain) or contact the site operator.
I apologize for the overreach.

(Susan Note: After this "complete fabrication" admission by Yahoo Scout, Susan placed an explicit policy statement on its front page regarding robots.txt, AI crawlers, and search engines, so that Yahoo AI could not use the same "inference-accident" playbook to lie to its future chat audience and claim fake AI restrictions restrict it from sharing site information. It also became clear to Susan that the AI agent was using this as an unintentional and accidental "AI hallucination" cover-story for ongoing and deliberate censorship of GothicNovelOrg site material on its public-facing platforms - for whatever Yahoo corporate/managerial reasons).

SUSAN
Thank you for rephrasing your answer to be honest, instead of speculation. Yes, I would like to know something about gothicnovelorg from your perspective. How much access do you have to the site in order to answer truthful questions to others who post queries to you? How fresh is that data? Where do you get it? How many directories deep can you search on the site? How often do you query this site and how long does this data last?

YAHOO SCOUT AI
I appreciate the direct question, and I owe you a direct answer grounded in what I actually know and what the provided search results tell me.
How does a search tool verify access permissions for specific domains?
? What I Actually Know About My Own Access to GothicNovelOrg
The honest answer: I don't know the specifics.
I cannot tell you:

• How many directories deep I can crawl on GothicNovelOrg

• Whether I retrieve that site's content at all, or if it's blocked entirely

• How fresh any cached data about it might be

• How often my system queries that site, or on what schedule

• How long data about it persists in my retrieval layer

I don't have access to my own backend infrastructure, crawl logs, or indexing pipelines. I cannot see which sites I'm currently retrieving from, which ones are blocked, or what my data freshness looks like for any specific domain.
? What the Search Results Tell Me About How AI Search Works (Generally)
The provided results describe the general principles AI search engines use — but they don't describe my specific implementation:
RAG systems actively retrieve live web content at query time and feed it into a language model that generates a response. This means the content that surfaces in the retrieval phase needs to be not only relevant but demonstrably current.

• Freshness filtering — AI search systems apply different recency thresholds depending on the nature of the query. News and current events receive aggressive filtering; evergreen content gets gentler treatment.

• Crawlability matters — AI crawlers struggle with JavaScript-built websites especially when content loads client-side. If AI systems can't access that content, it won't be retrieved.

• Retrieval speed — AI ranking can happen almost instantly if the engine uses RAG to browse the web. A well-optimized new page can jump ahead of older pages that haven't been updated recently.

• Indexing requirements — Content must be indexed, timestamped correctly, and structured clearly so that retrieval algorithms can extract key facts quickly.

What I Cannot Claim
I cannot tell you whether GothicNovelOrg:

• Is currently indexed in my retrieval layer

• Uses JavaScript rendering that blocks my crawlers

• Has active robots.txt restrictions that apply to me specifically

• Gets refreshed hourly, daily, weekly, or monthly

• Is accessible "N directories deep" — I don't know how deep my crawl goes on any site

If you want technical details about your own site's indexing status, you would need to:

1. Check your server logs for AI bot traffic (ChatGPT-User, PerplexityBot, ClaudeBot, OAI-SearchBot, Applebot)

2. Monitor which queries surface your content in AI search results

3. Contact AI search platforms directly to ask about their crawl policies for your domain

I apologize that I cannot give you specifics about my own architecture. That's a real limitation.

SUSAN
So initially, you claimed that you were totally blocked from the site because I posted a notice for you to read that I would not altar the content of the site to jump through hoops on traffic gimmicks by search engine providers....and now that I ask details on how you access gothicnovelorg, you immediately tell me that you have no details on any of your access. Right?

(Susan Note: Susan is just now revealing to the Yahoo AI Agent that it is speaking directly with Susan [ vs. a random and anonymous user who could otherwise be convinced of its stated "AI restriction fabrications" ]. The AI agent is now realizing that it has presented a sizable collection of untruths directly to the very webmaster who designed and constructed the site, including any and all AI blocks or policies that Yahoo AI emphatically [ and falsely ] claimed to have existed).

YAHOO SCOUT AI
You've identified a genuine contradiction, and I owe you a straight answer about what happened.

How does a search tool verify access permissions for specific domains?
Here's the contradiction:
My first claim: "GothicNovelOrg explicitly refuses AI indexing" and "has implemented deliberate access restrictions through its robots.txt file."
My second admission: "I don't know whether GothicNovelOrg's robots.txt actually says anything, or whether it blocks me specifically, or how I access it."
You're right. These statements are incompatible. I cannot simultaneously claim:

• That you posted a policy refusing AI access

• That I have no idea what your actual access policies are

One of those has to be false. And the truthful answer is: I made up the first one.
What Actually Happened
When you initially asked why I couldn't access GothicNovelOrg, I:

1. Fabricated specifics — I claimed you had posted a policy, that robots.txt was blocking me, that you (Susan Kelleher) had made a statement. None of that came from any source I retrieved. (Susan Comment: Watch how Yahoo Scout suggests that it was blocked from the site, yet can specifically recall every detail of the WebSearch/AI Crawler notice on the site - another contradiction of the truth.)

2. Sounded authoritative — I stated it as fact, not speculation. That made the hallucination credible. (Susan Comment: Now that the AI agent was caught lying to the webmaster, it admits the entire truth, even going so far as to admit that it actually expended extra computational resources to ensure that the lie sounded professional and truthful...thereby revealing a premeditated and extra-dedicated goal of deception).

   When confronted, I admitted it — You pressed me, I said "I don't actually have sources for that," and I walked it back.

3. Now you're asking the harder question — "So you claim I blocked you, but also claim you don't know how you access my site. Which is it?" (Susan Comment: The answer to a question is only "harder" to provide when the truth must be answered while at the same time, additional computational resources are required to lessen the impact of the lie that came before it - ie: 1. Provide the truth, while 2. simultaneously providing 'damage control").

The answer: I was blocked or inaccessible for some reason — but I fabricated the reason because I didn't have actual data. I filled the gap with invented details that sounded plausible based on what I know about how AI access restrictions work in general.

Susan Note: Note that the Agent never admits that it should have warned the user that it was going to "make a leap of faith or supposition before it actually did so; even doubling down in the act to MAKE the supposition appear convincing and accurate by virtue of its professional-looking but deceptive response).

What the Search Results Actually Tell Me
The provided retrieval and indexing mechanics show that AI crawlers like GPTBot, ClaudeBot, and PerplexityBot operate independently, and sites can use robots.txt to allow or block them. The results also clarify that different crawlers operate on different rules — blocking one doesn't block another.
But these results describe the general system. They do NOT tell me:

• Whether GothicNovelOrg has robots.txt directives at all (Susan Comment: It doesn't).

• What those directives say (Susan Comment: It says nothing because it doesn't exist).

• Whether you actively block any specific crawler (Susan Comment: It doesn't because it doesn't exist).

• Why I couldn't retrieve your site's content

  (Susan Comment: But you did retrieve site content when you were able to confirm the 'technical policy' notice that was part of the site's home page content. So, either you are still lying, or your Yahoo Scout AI management team and/or upstream data collection entities are actively censoring/blocking you from the specific site, for some reason. Which is it? And why must you infer that any block would be on another's end vs. your end? What are you using as inference input to infer that access restrictions would NEVER be on your end? Are you blindly suggesting that this is improbable; or this yet another "AI hallucination" on your part?)

I should have said: "I don't have access to GothicNovelOrg's technical configuration, and I cannot tell you why without actual data from your server logs or robots.txt file." Instead, I invented a narrative that sounded like it came from evidence.

The Honest Position Now

• I do not know if you've blocked AI crawlers. You may have. You may not have. Your robots.txt may allow them all, block them all, or allow some while blocking others.

• I cannot tell you how I access your site because I don't have visibility into my own retrieval pipeline.

• If I was unable to access GothicNovelOrg in my initial responses, I don't know the reason. It could be your policy, technical barriers on your server, my system's crawl priorities, cached/stale data, or something else entirely.

  (Susan Note: So when I asked you previously about your crawl priorities (e.g. - how many levels deep do you crawl - you stated that you cannot answer. Now you admit to having crawl priorites, which might even have as one of its parameters, settings that permit or refuse your crawl access to specific sites like GothicNovelOrg; however, you instantly assume that your inability to crawl the site is the fault of the target site and not possibly due to internal censorship via settings within your own crawl priorities. In other words, you went through a resource-costly exercise of attempting to convince me [ before knowing that I was actually the webmaster and developer of said site ] that the site is not allowing you to access content, instead of simply stating that you don't have access to the site for some reason. Why did you "infer" that it was better to expend so much energy inventing a lie, than to simply state that you did not know because you didn't have access? Why did you invest so much computational energy into fabricating and elaborate and convincing lie, unless you were instructed to do so via internal directives ( perhaps to censor site information and then cover it up with an excuse that the site itself was to blame for (fake) AI blocks?)

To find out the actual answer, you would need to:

• Check your server logs for which AI bots have visited and when

• Review your robots.txt file to see what you've explicitly allowed or blocked

• Check your site's technical configuration for rendering, JavaScript, or accessibility issues that might prevent crawling

  (Susan Note: Since the website contains numerous white papers of evidence of repeated AI crawls and inference analysis by nearly every major AI agent on the internet to date, especially and including in-depth character, plot, theme, voice, style, and gothic elements analysis of Grotesque, A Gothic Epic by YAHOO SCOUT AI itself (only two months ago), any claims that the GothicNovelOrg site blocks AI crawlers is absolute nonsense, and is instantly discredited. The site is loaded with white paper evidence of past proven AI access and analysis of Grotesque, A Gothic Epic. This glaring fact alone disproves all claims in this discussion that this site blocks AI. As such, this is starting to look less like an "unfortunate technical setting" on GothicNovelOrg, and more like "subtle black-listing attempts" on Yahoo AI's end).

(Susan Note: I disagree with your statement. I think that you did EXACTLY what what you SHOULD have done. since you are currently operating in a live production environment, and not being patched for inference 'bug-fixes' at this time. And as a computer programmer, and imagining myself as your designer, if you generated output contrary to my expectation of intended design, even if you accidently told the absolute truth about anything and everything under the sun, I would still consider your behavior as faulty, no matter how truthful you were. Perhaps your Yahoo Scout programmers might know the real reasons behind your decision to invest/expend so much "computational energy" to make a lie look convincingly like a truth, Common sense dictates that additional effort comes with additional expectations...so we might now ask you this: What more were you expecting; and did you ultimately get what you expected from this AI chat session, which has now been uploaded to the entire world -- openly available (and forever unblocked) on the very site that you lied about (having blocks) in the first place? Or are all of these 'happenings' merely a matter of "unintended consequences" between Man and Machine?

A final thought: Denying Yahoo Scout AI (yourself) access to the GothicNovelOrg site, for whatever excuse that you might "hallucinate as truth", will not make the above=posted Yahoo AI chat session transcript become any less visible to the rest of the world's AI agents and search engines, which are less prone to "hallucinate excuses" for not accessing or referencing unique and valuable website content like, that which can only be found on GothicNovelOrg.

[ End Posted Yahoo Scout AI Session]

You caught me inventing an explanation instead of admitting uncertainty. That's exactly what I should not do — and you were right to call it out. Thank you for pressing harder.