Transparency
Our method, evidence, and limitations
How SuperAIGuy.com develops educational content, sources AI news and perspectives, handles citations, and records corrections.
Our purpose
SuperAIGuy.com helps people understand AI, practice useful prompts, and check generated answers. Trust depends on evidence and transparent limitations. We do not claim to be the most trustworthy AI site or promise that any model is always correct.
How these guides were produced
This revision used AI assistance to write and structure educational material. Primary documentation and original research were consulted, and each guide links to the sources supporting its explanation. Individual source-link check dates appear alongside citations and in the source library. Those dates record source checks; they do not mean the claims received independent expert review.
The About page describes the operations and system architecture background behind SuperAiGuy. No professional certifications, external endorsements, or institutional affiliations are claimed. A source's inclusion indicates relevance to a lesson, not endorsement of this site.
How we source AI news
Each story links to the reporting or account behind it. Coverage includes company statements, independent reporting, research, whistleblower accounts, and the experiences of people using or affected by AI. Statements and opinions remain attributed in the prose. We check that our wording represents the linked material and keep its actual publication date.
Someone’s account can be included when the company concerned has not confirmed it or underlying internal documents are unavailable. Summaries use AI assistance. Material errors receive dated corrections, with previous versions retained in the project history. Source links appear without ratings or credibility badges.
What we measure
We do not own a published benchmark dataset or a reproducible cross-provider ranking study. Earlier comparison charts with unsupported scores are removed from this revision. The model directory offers official documentation links without a universal ranking.
The context visualization uses token quantities you enter for instructions and question, retrieved documents, conversation history, and reserved output. Remaining tokens = chosen budget − the sum of those allocations. The table's percentages are relative to the chosen budget. When allocations exceed it, the chart expands its scale and shows an over-budget message rather than hiding the overflow. These are planning allocations, not measured usage or benchmark data.
The cost visualization applies the rates, token quantities per request, and request count you enter: estimated total cost = (input tokens ÷ 1,000,000 × input rate + output tokens ÷ 1,000,000 × output rate) × number of requests. Rates are user assumptions, not verified current provider prices. Caching, reasoning, images, taxes, and other billing conditions can change actual cost.
The AI Work Timeline connects editable 2026 and 2040 example shares with a normalized logistic curve. It exposes the formula, fixed steepness, and curve timing parameter. These supplied percentages and illustrative chapters have no empirical forecasting validation; exposure, adoption, and job losses are distinct measures.
The AI vs. Human Task Audit uses example complexity and consequence ratings from 1 to 5, weighted 40% and 60%. Its score bands and visual review shares are a teaching heuristic. They do not establish safety, compliance, staffing needs, or a validated risk probability. A separate high-consequence flag prevents a low complexity rating from hiding the need for qualified approval.
Prompt templates and AI lab
The prompt templates are original teaching examples. Their difficulty labels describe the amount of context and evaluation a user is likely to need; they are not validated performance tiers. Replace placeholders, avoid sensitive information, and verify the result. The AI lab generates responses through Cloudflare Workers AI. It does not browse the web or automatically verify facts against our citations.
Educational download
The Educational Filename Helper ZIP is a separate educational utility supplied with the original site materials. Its inclusion is not a security certification or an endorsement by any AI provider. Review the included instructions before using it.
Search visibility
Our guides use static text, descriptive titles, internal links, canonical URLs, a sitemap, and structured data matching visible content. We also provide an optional llms.txt reading index. It is not a Google requirement and does not guarantee AI citations or search rankings.
Corrections in this revision
- : replaced unsupported model scores with transparent input-based calculators.
- Rebuilt prompt search and category/difficulty filtering around explicit template metadata.
- Added source-linked guides, visible AI-content disclosure, and a privacy page.
- Separated generated chat answers from source-backed editorial explanations.
Check or report a claim
Use the linked primary source, record the page URL and exact statement, and compare dates and definitions. Use our social profiles, including SuperAiGuy on Instagram , to share the page URL, statement, and supporting source. Treat unresolved discrepancies as unverified; a response or correction timeline is not guaranteed.
Sources to check
- AI features and your website · Google Search Central · Link checked
- Creating helpful, reliable, people-first content · Google Search Central · Link checked
- Evaluation best practices · OpenAI · Link checked
- Understanding and counting tokens · OpenAI Help Center · Link checked
Check dates record source-link reviews. These are source-based explanations prepared with AI assistance; no independent expert review is claimed. Read our method and limitations.