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AI Disclosure & FAQ – CAT4‑Prep.com

AI Disclosure & FAQ

This page explains where CAT4‑Prep uses AI, why we use it, and how we keep humans in the loop to protect accuracy, privacy, and fairness. It also includes a structured FAQ (visible to search engines).

Human‑in‑the‑loop AI‑assisted, not AI‑only Clear labeling on page Privacy‑first
At a glance:
  • We use AI as a drafting and review assistant for explanations, copy editing, and QA — not to automatically publish content.
  • All practice materials and explanations are reviewed and edited by humans with subject expertise before going live.
  • We do not sell personal data. Limited analytics/advertising data may be shared with processors we use (see Privacy Policy).
  • We label AI‑assisted sections where relevant and keep a changelog and “last updated” date.

Where we use AI

  • Explanations & pedagogy: AI assists our team in drafting step‑by‑step explanations and alternative wordings. Final content is curated and edited by humans.
  • Copy editing & tone: AI helps refine clarity, grammar, and consistency.
  • QA & internal review: AI is used as a secondary checker to surface ambiguity, missing steps, or distracting phrasing.
  • Non‑personal support: For generic support prompts (e.g., where to find resources), we may use AI to propose draft replies that a human reviews before sending.

We do not use AI to make automated decisions about users, admissions, or outcomes.

How we control quality (human oversight)

  • Every AI‑assisted draft is reviewed by a human editor with subject expertise before publication.
  • All practice questions are authored or vetted by humans to align with CAT4‑style skills and pedagogy.
  • We maintain a content review checklist (logic validity, vocabulary appropriateness, distractor quality, explanation clarity).
  • We retain version history and mark a Last updated date on major pages.

Models, tools & data

  • Models: We may use advanced large language models (LLMs) from reputable providers (e.g., OpenAI GPT‑4/5‑class or equivalent). Specific providers may change over time.
  • Tools: Internal editing pipelines and quality checkers; standard analytics; affiliate tracking where disclosed.
  • Training data: We do not train proprietary models on users’ personal data. Prompts we send to third‑party LLMs exclude personally identifying information.

For details on processors and data retention, see our Privacy Policy.

Accuracy, limitations & bias

  • AI can produce errors. We use it only as an assistant, never as sole authority.
  • We actively check for hallucinations, bias, and ambiguity during human review.
  • Users can report issues via the contact form; we fix substantive problems quickly and note major changes in the changelog.

Privacy & data use

  • We do not sell your personal data.
  • We minimize data sent to AI providers and avoid PII in prompts.
  • Some third‑party processors (hosting, analytics, payment/affiliate platforms) may process limited data as described in our Privacy Policy.

Labels & transparency

Where relevant, we include an inline label such as AI‑assisted (human‑edited) near sections that were heavily AI‑assisted. Site‑wide: this page serves as our canonical disclosure.

Affiliate disclosure

Some links on CAT4‑Prep are affiliate links. If you click and purchase, we may earn a commission at no extra cost to you. AI does not alter prices or rankings; editorial order prioritizes clarity and educational value. See our Affiliate Disclosure for details.

FAQ

Do you use AI to create practice questions?
AI may help brainstorm phrasing and check clarity, but final questions are authored or vetted by humans to align with CAT4‑style skills.
Are explanations AI‑generated?
AI can assist with draft structure and wording, yet a human editor reviews and edits every explanation before publication.
Do you make automated decisions about users?
No. We do not use AI to make decisions that affect users’ rights or opportunities (e.g., admissions, scoring, or eligibility).
Which AI providers do you use?
We may use leading LLM providers (e.g., OpenAI GPT‑4/5‑class or equivalents). Providers can change; we select them based on quality and privacy controls.
Do you send my personal data to AI models?
We avoid sending personal data (PII) in prompts. See our Privacy Policy for details about processors and retention.
How do you mitigate bias and errors?
We use human review, bias checks, and a content checklist (logic validity, vocabulary, distractors, explanation clarity). Users can report issues and we fix them promptly.
How are AI‑assisted sections labeled?
We use inline badges like “AI‑assisted (human‑edited)” where relevant and maintain this disclosure page as the canonical reference.
Does AI affect affiliate recommendations?
No. AI does not change prices or affiliate ranking. Editorial choices focus on clarity and pedagogical value.
Can I opt out of AI usage?
Browsing the site does not require AI interaction from you. If you contact support and prefer a human‑only response, just let us know.
How often is this page updated?
At least quarterly, or when our AI usage meaningfully changes. See the timestamp below.

Contact

Questions or concerns? Contact us and include “AI Disclosure” in the subject line.

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