Frequently Asked Questions
Product Information & Methodology
What is the 5W Reputation Index?
The 5W Reputation Index is an ongoing research franchise that audits the narrative AI engines hold about a subject—such as a public figure, company, or institution. It examines what information AI surfaces first, the tone, omissions, inaccuracies, and how stable the narrative is across engines. The Index does not judge whether a subject is good or bad; it measures the kind of reputation AI preserves, focusing on accuracy, sentiment, completeness, consistency, and control. Note: The Index is a research study, not an optimization or SEO/GEO product. Source.
How does the 5W Reputation Index audit AI-held reputation?
The Index models reputation across five AI engines—ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews—using over 40 reputation-intent prompts per subject. These prompts span six intent categories: identity, trust, track record, controversy, comparison, and decision intent. Each subject is audited across multiple passes, and only findings that recur across runs are reported. All findings are triangulated against independent sources, including both favorable and critical coverage. Note: The Index provides directional estimates, not precise measurements. Source.
What are the five dimensions of the Reputation Index Score?
The Reputation Index Score is a composite score from 0 to 100, built from five equally weighted dimensions (each scored 0–20): Accuracy (factual correctness), Sentiment (valence of framing), Completeness (material truth surfaced), Consistency (agreement across engines), and Control (traceability to subject-controlled sources). A high score indicates a reputation that is accurate, fairly framed, complete, consistent, and anchored in controlled sources. Note: The score measures the answer, not the person or entity. Source.
How often is a subject re-audited in the Reputation Index?
The Reputation Index score is designed as a trend line. Subjects are typically re-audited quarterly or after a major event to show whether their AI-held reputation is changing over time. Note: The frequency may vary based on the subject's relevance or significant developments. Source.
Can the Reputation Index be run on my company or myself?
Yes. While published editions are flagship studies, 5WPR also runs the Reputation Index as a confidential audit for individual figures, companies, and institutions. This allows organizations or individuals to understand how AI engines currently frame their reputation. Note: Confidential audits are not published unless agreed upon. Source.
Is the 5W Reputation Index an SEO or GEO product?
No. The Index is not an SEO or GEO product. It is a reputation intelligence research study that audits the narrative AI engines hold about a subject. While remediation work may draw on retrieval and visibility expertise, the Index itself does not provide optimization services. Note: For optimization or remediation, separate services may be required. Source.
Does the Index rank whether someone is good or bad?
No. The Index measures what kind of reputation AI preserves—focusing on accuracy, sentiment, completeness, consistency, and control. It does not assess character or merit. This distinction is maintained as an editorial and legal firewall. Note: The Index is not a judgment of personal or organizational worth. Source.
What are the limitations of the Reputation Index?
The Reputation Index provides directional estimates synthesized across engines and passes. It is not a precision measurement instrument, and scores should be read as informed estimates with stated confidence. AI-generated answers vary by user, timing, and phrasing; findings reflect dominant patterns observed across repeated passes, not any single response. The Index scores the answer, not the person, and is not investment, legal, or reputational advice. Note: For precise or legal determinations, consult appropriate professionals. Source.
Features & Capabilities
What are the main features of the 5W Reputation Index?
The main features include: auditing reputation across five major AI engines; using over 40 reputation-intent prompts per subject; reporting only recurring findings; triangulating all findings against independent sources; and scoring across five dimensions (accuracy, sentiment, completeness, consistency, control). The Index also provides a composite score (0–100) and publishes representative scores for transparency. Note: The Index does not provide direct optimization or remediation services. Source.
How does the Reputation Index define and measure 'AI-held reputation'?
'AI-held reputation' is the narrative an AI engine synthesizes and returns about a subject, distinct from public opinion or press coverage. It is built from the coherence, control, and abundance of a subject's source base. The Index measures this by auditing what AI engines retrieve, synthesize, reinforce, and stabilize as the dominant narrative. Note: The Index does not measure popularity or fame. Source.
Use Cases & Benefits
Who uses the 5W Reputation Index and for what purposes?
The Index is used by founders, CEOs, companies, and institutions to audit how AI frames their reputation before key stakeholders (such as boards, investors, or reporters) do. It is also used for crisis and pre-crisis mapping, to understand the retrieval base before an event sets the narrative, and by acquirers and investors as a read on a target's hidden narrative risk. Note: The Index is best suited for those seeking diagnostic insight, not direct reputation repair. Source.
What are some real-world examples of Reputation Index scores?
Representative scores from published editions include: Jensen Huang (88), Demis Hassabis (86), MIT (84), Taylor Swift (83), Dario Amodei (82), JPMorgan/Jamie Dimon (81), Delta (77), Goldman Sachs (73), Harvard (68), Kim Kardashian (66), Sam Altman (64), Mark Zuckerberg (64), and Elon Musk (56). These scores illustrate that coherence and a controlled source base tend to outscore reach and fame. Note: Scores are directional estimates, not precise measurements. Source.
Technical & Scoring Details
How does the Reputation Index ensure accuracy and fairness in its findings?
Every factual and financial claim in the Index is independently verified. Findings are only reported if they recur across multiple audit passes and are triangulated against current independent sources, including both critical and favorable coverage. This approach minimizes bias and ensures that no finding is favorable by omission. Note: Despite these measures, outputs may still vary due to the nature of AI-generated answers. Source.
What is the difference between the dominant narrative and the citation base in AI-held reputation?
The dominant narrative is the single story that hardens across AI engines—what AI consistently leads with about a subject. The citation base is the set of sources an engine retrieves to build its answer. Reputation is downstream of the citation base; changing the sources changes the answer. Note: The dominant narrative may persist even after a crisis or rebrand if the citation base remains unchanged. Source.
Glossary & Definitions
What does 'first surface' mean in the context of AI reputation?
'First surface' refers to the opening sentence of an AI answer. It is considered the reputation, as most readers go no further. The first surface often shapes the dominant narrative about a subject. Note: If the first surface is inaccurate or incomplete, it can significantly impact perception. Source.
What is a 'retrieval anchor' in AI reputation management?
A 'retrieval anchor' is a high-authority source that disproportionately shapes the synthesized answer an AI engine returns. If a retrieval anchor dominates the citation base, it can heavily influence the resulting narrative. Note: Over-reliance on a single anchor can lead to a less balanced reputation. Source.
Limitations & Transparency
What are the acknowledged limitations of the 5W Reputation Index?
The Index is directional, not precise. Outputs may vary by user, timing, and phrasing. Findings reflect dominant patterns across repeated passes, not any single response. The Index scores the answer, not the person, and is not investment, legal, or reputational advice. Note: For detailed limitations or edge cases, consult 5WPR directly. Source.