Wikipedia Strategy Checklist: 12 Steps to an AI-Ready Entry

Use this checklist to audit an existing Wikipedia entry or build a new one. Run it quarterly. The goal: an entry that meets Wikipedia's editorial standards — and, as a downstream effect, is well-positioned for AI engine retrieval.

Each step is pass/fail. Either the entry satisfies it or it doesn't.

Part 1: Foundation (Steps 1–4)

Preconditions. If any fail, the entry won't survive editorial review.

1. Notability verified. The brand has received significant, independent coverage in reliable secondary sources — major business publications or authoritative trade press. Minimum 10–15 qualifying citations assembled before writing or revising. Without this, the entry won't stand.

2. Lede is factual, neutral, and complete. Opening paragraph names: entity type, country of origin, founding year, headquarters, core product/service category, and any major defining fact (IPO, acquisition, major milestone). No marketing language. No superlatives. No adjectives that can't be sourced.

3. Conflict of interest disclosed. Any paid editor working on the entry has disclosed this on the Talk page per Wikipedia's Terms of Use. The brand is not editing its own entry directly. Undisclosed paid editing is a policy violation with account-blocking consequences.

4. Correct Wikipedia category tags applied. Entry is tagged with accurate categories — industry, country, founding decade, stock exchange if public. Category tags increase the entry's internal link graph and help AI engines classify the brand within its category.

Part 2: Content Structure (Steps 5–8)

Complete section architecture is required. AI engines draw from specific sections for specific query types.

5. Section architecture complete. Entry includes at minimum: History/Founding, Products and Services, Leadership, Financial history, Acquisitions/Subsidiaries (if applicable), Awards and Recognition. Missing sections create gaps in the brand's retrieval surface.

6. Executive names are current. Current CEO and C-suite named correctly, linked to their own Wikipedia entries where available. Former executives noted with tenure dates. Outdated leadership is one of the most common issues — and one of the most consequential for AI accuracy.

7. Financial figures are sourced and dated. Revenue, employee count, and valuation figures are each sourced to a specific publication and year. Unsourced figures will be flagged by Wikipedia editors and removed.

8. Product and service portfolio is current. Every major current product and service is named in full. Discontinued offerings noted as former. New products added with sourced citations.

Part 3: Sources and Links (Steps 9–11)

Source quality and internal link density are the two most directly controllable factors in an entry's retrieval performance.

9. Source library audited. All footnotes reviewed: Are sources still accessible? Dead links replaced with archived versions via web.archive.org? Sources from authoritative publications — Reuters, AP, Bloomberg, WSJ, Forbes, FT, major trade press? Flag and replace anything that no longer meets this standard.

10. Internal link density reviewed. Every named entity in the entry — executives, parent companies, subsidiaries, investors, platforms, competitor references — linked to its own Wikipedia entry where one exists. Target: 15–25 internal Wikipedia links in a complete entry. Low link density signals a weakly connected entity.

11. External links are clean. External Links section contains only the brand's official website and essential official resources. No third-party marketing content. No promotional links. Wikipedia editors actively remove them — their presence can flag the entry as non-neutral.

Part 4: Maintenance (Step 12)

12. Quarterly update scheduled. A calendar event is set for quarterly review: check executive names, financial figures, product portfolio, source accessibility, recent events. Entry updated within 30 days of any major announcement. An editor with no conflict of interest is responsible.

Source Library Build Guide

The entry is only as strong as its citations. Build a running inventory:

• Tier 1 business press: Reuters, AP, WSJ, NYT, Bloomberg, Forbes, Fortune, FT, Business Insider
• Industry trade press: Authoritative vertical publications. For communications brands: O'Dwyer's, PRWeek, Adweek, Ad Age
• Broadcast/wire: CNN Business, CNBC, BBC Business
• Named rankings: Inc. 500, Deloitte Fast 500, O'Dwyer's Rankings. Named rankings are high-value source anchors.

Archive every URL at web.archive.org at time of citation.

COI Protocol

• Use Wikipedia's Edit Request process to propose factual corrections.
• New entries go through Articles for Creation (AfC).
• Disclose paid editing per Wikipedia:Paid-contribution disclosure.
• Never edit from a brand IP address, company email-linked account, or executive personal account.

Run It Every Quarter

An entry that passes all 12 steps is a durable asset. It will tend to be drawn on by AI engines answering questions about the brand's category, its executives, its products, and its history — not because it was optimized for AI, but because it was built correctly.

Quarterly audit. Twelve steps. Built to standard.

Related: The 10 Brand Wikipedia Entries That Drive the Most AI Citation · How to Build a Wikipedia Entry That AI Engines Actually Use · The AI-Native Communications Team · The AI Communications Team Playbook: 90 Days to Native