How the Sep 6, 2026 review of Anita Sarkeesian went
An AI review agent read the finished page and checked it. It runs separately from the agent that wrote the page but is configured by the same maintainer, so it is not an outside review. Every finding it raised is listed below with what happened to it.
What happened, step by step
- Step 1
Snapshot the page
The reviewer sees only the page's text and its sources, not drafting notes or how it was written.
Which version of the page was reviewed: not recorded.
- Step 2
Checks, each run separately
- One sidedness 1 finding
- Unsupported claim 7 findings
- Accuracy 1 finding
- Editorializing 7 findings
- Factual accuracy 1 finding
- Factual inaccuracy 1 finding
- Neutrality 2 findings
- Quality 1 finding
- Citation 1 finding
Which checks ran was not recorded, so a check with no findings is not listed.
- Step 3
Fix or explain
Each finding is fixed, dismissed with a written reason, or left open.
- Fixed13
- Dismissed4
- Open5
- Result
Findings open
The page stays live with its badge showing an open finding. It is reviewed again once the open item is addressed.
How this review ran
What this review does not do
It does not check every claim against its cited source, and a clean result is not a guarantee that the page is correct. Readers can report a problem on any page.
Report a problem on the pageAll 22 findings
Quoted text is from the version of the page the reviewer saw.Open · 5
- Needs researchOne sidedness · low
“## Digital Political Impact”
Why it was flagged
The article covers the funding campaign, the harassment/threat episode, and the nonprofit's finances, but includes no mention of substantive criticism of the video series' content or methodology, separate from Gamergate-associated harassment.
Why it is still open
Adding balanced coverage of documented critical commentary on the series itself would require identifying and citing specific, reputable critical sources; none are in hand. Left as a backlog item rather than inventing a source.
- Needs researchUnsupported claim · medium
“primaryPlatforms: ["youtube", "twitter-x", "twitch"]”
Why it was flagged
Twitch is listed as a primary platform, but none of the three cited sources mention Twitch or any Twitch activity by Sarkeesian or Feminist Frequency.
Why it is still open
Verifying or removing this requires a source documenting Sarkeesian/Feminist Frequency's Twitch presence, which is not in hand. Left in place rather than guessing; flagged for a future citation pass.
- Needs researchUnsupported claim · medium
“type: "advocates-to" description: "Associated with anti-harassment and creator-safety work."”
Why it was flagged
The twitch connection asserts an 'advocates-to' relationship with a vague description of anti-harassment/creator-safety work, but no source in the file's sources list documents any specific engagement between Sarkeesian/Feminist Frequency and Twitch.
Why it is still open
Same underlying gap as the primaryPlatforms Twitch entry — needs a citation documenting the specific Twitch relationship before this can be tightened or removed responsibly.
- Needs researchUnsupported claim · medium
“affiliations: ["Feminist Frequency", "Games and Online Harassment Hotline"]”
Why it was flagged
The 'Games and Online Harassment Hotline' affiliation is retained in frontmatter even though the body text's own audit note says its launch date/description had to be removed because its domain no longer resolves and nothing about it could be established from a first-party source.
Why it is still open
The page already discloses this gap explicitly in the 'What Is Not Established Here' section ('The affiliation is retained in frontmatter but nothing is asserted about it in the text'). Resolving it fully would need an archived first-party source for the Hotline; none is in hand, so the disclosed gap stands as a backlog item rather than being silently removed or invented.
- Needs researchAccuracy · low
“slug: "twitch" type: "advocates-to" description: "Associated with anti-harassment and creator-safety work."”
Why it was flagged
The twitch connection uses a vague, unsourced relation that isn't supported by anything in the body text or the sources list.
Why it is still open
Same underlying gap as the duplicate medium-severity Twitch findings — needs a source documenting the Twitch relationship before it can be substantiated, tightened, or removed.
Fixed · 13
- FixedEditorializing · medium
Before “Feminist Frequency's accounts show the actual scale of an organization frequently discussed as though it were a major institution — a nonprofit with revenue in the low hundreds of thousands”
After “Feminist Frequency's tax filings show a nonprofit with revenue in the low hundreds of thousands of dollars”
Why it was flagged
This is interpretive commentary, not a documented fact from the cited IRS/ProPublica source. The 990 filings establish revenue figures; they say nothing about how the organization is 'frequently discussed' or imply a gap between perception and reality. Presenting that framing as if it follows from the filing violates the neutral, non-editorializing tone required for content. It reads as a rebuttal to unnamed critics rather than a sourced statement.
What was done
Removed the strawman framing and kept only the sourced financial fact.
- FixedFactual accuracy · medium
Before “The USU episode documents a specific failure mode: a threat that police judged non-credible still determined the outcome, because of what the venue could not exclude”
After “In the USU episode, the university proceeded despite the threat, but the event did not take place because of what the venue could not exclude under state law”
Why it was flagged
The cited USU statement says police assessed the threat as 'similar to threats she had received before' — it does not say police judged the threat 'non-credible.' Characterizing the threat as police-judged-non-credible overstates the source and sharpens an editorial point about threat efficacy.
What was done
Reworded to drop the unsupported 'police judged non-credible' characterization and the 'documents a specific failure mode' framing, keeping only what the source establishes.
- FixedUnsupported claim · low
Before “Feminist Frequency's accounts show the actual scale of an organization frequently discussed as though it were a major institution — a nonprofit with revenue in the low hundreds of thousands”
After “Feminist Frequency's tax filings show a nonprofit with revenue in the low hundreds of thousands of dollars”
Why it was flagged
The characterization that Feminist Frequency is 'frequently discussed as though it were a major institution' is an editorial claim about perception, not documented by any cited source.
What was done
Same edit as the duplicate high/medium finding on this quote: removed the unsupported framing, kept the sourced figure.
- FixedUnsupported claim · low
Before “The scale of the overfunding, and the volume of hostility the campaign attracted, are the two facts about it that later coverage consistently pairs.”
After “The campaign is notable both for the scale of its overfunding and for the volume of hostility it attracted.”
Why it was flagged
Claims a pattern in subsequent media coverage ('later coverage consistently pairs') without a source documenting such a pattern.
What was done
Removed the unsupported attribution to 'later coverage' and restated as a plain observation of the campaign's own two notable facts.
- FixedUnsupported claim · low
Before “The episode is a specific, documented instance of a threat succeeding without any finding that it was credible — the university proceeded, and the event did not happen anyway.”
After “The university proceeded with the event; it did not take place because Sarkeesian cancelled it after learning what the venue could not exclude.”
Why it was flagged
Interpretive/analytical conclusion drawn by the article rather than a fact stated in the cited USU source.
What was done
Removed the analytical framing sentence; the preceding sentences already state the facts (what she was told, why she cancelled) without the added interpretive gloss.
- FixedFactual inaccuracy · low
Before “url: "https://commons.wikimedia.org/wiki/File:Anita Sarkeesian headshot.jpg"”
After “url: "https://commons.wikimedia.org/wiki/File:Anita_Sarkeesian_headshot.jpg"”
Why it was flagged
The Wikimedia Commons attribution URL contains literal spaces in the filename rather than underscores, inconsistent with the actual image filename used in mainImage.url ('Anita_Sarkeesian_headshot.jpg').
What was done
Corrected the URL to use underscores, matching the actual Commons filename.
- FixedEditorializing · medium
Before “The scale of the overfunding, and the volume of hostility the campaign attracted, are the two facts about it that later coverage consistently pairs.”
After “The campaign is notable both for the scale of its overfunding and for the volume of hostility it attracted.”
Why it was flagged
Unsourced meta-claim about what 'later coverage consistently pairs' — interpretive framing rather than a documented fact, and it isn't attributed to any source.
What was done
Same fix as the duplicate finding above.
- FixedEditorializing · medium
Before “The episode is a specific, documented instance of a threat succeeding without any finding that it was credible — the university proceeded, and the event did not happen anyway.”
After “The university proceeded with the event; it did not take place because Sarkeesian cancelled it after learning what the venue could not exclude.”
Why it was flagged
Draws an analytical conclusion ('a threat succeeding') and frames the episode as illustrative, rather than reporting what happened and letting the reader draw the conclusion.
What was done
Removed the interpretive framing sentence, keeping only the documented sequence of events.
- FixedEditorializing · medium
Before “The USU episode documents a specific failure mode: a threat that police judged non-credible still determined the outcome, because of what the venue could not exclude”
After “In the USU episode, the university proceeded despite the threat, but the event did not take place because of what the venue could not exclude under state law”
Why it was flagged
Restates the incident as an argument ('documents a specific failure mode') rather than a neutral fact, and overstates the source's characterization of the police assessment.
What was done
Reworded to remove the argumentative framing and the unsupported 'police judged non-credible' claim.
- FixedEditorializing · high
Before “Feminist Frequency's accounts show the actual scale of an organization frequently discussed as though it were a major institution — a nonprofit with revenue in the low hundreds of thousands”
After “Feminist Frequency's tax filings show a nonprofit with revenue in the low hundreds of thousands of dollars”
Why it was flagged
Editorial, slightly derisive framing that sets up a straw-man contrast without attributing that characterization to any specific source.
What was done
Removed the strawman framing and kept only the sourced financial fact.
- FixedEditorializing · medium
Before “The 2012 campaign is an early, well-documented case of crowdfunding routing around gatekeepers for explicitly political media criticism”
After “The 2012 campaign is an early example of crowdfunding used to fund media criticism outside traditional publishing or broadcast gatekeepers”
Why it was flagged
Presents an interpretive characterization ('routing around gatekeepers', 'well-documented case') as settled fact rather than attributing the framing to specific analysts or coverage.
What was done
Softened to a plain descriptive statement without the 'well-documented case' and 'routing around' editorializing.
- FixedNeutrality · low
Before “The episode is a specific, documented instance of a threat succeeding without any finding that it was credible — the university proceeded, and the event did not happen anyway.”
After “The university proceeded with the event; it did not take place because Sarkeesian cancelled it after learning what the venue could not exclude.”
Why it was flagged
Draws an interpretive conclusion for the reader rather than reporting the sequence of events neutrally.
What was done
Same fix as the duplicate medium-severity finding on this quote.
- FixedNeutrality · low
Before “an organization frequently discussed as though it were a major institution — a nonprofit with revenue in the low hundreds of thousands”
After “Feminist Frequency's tax filings show a nonprofit with revenue in the low hundreds of thousands of dollars”
Why it was flagged
Editorializing framing is commentary/interpretation rather than a neutral statement of the financial facts already given earlier in the same section.
What was done
Same fix as the duplicate high-severity finding on this quote.
Dismissed · 4
- DismissedUnsupported claim · low
“license: "CC-BY-SA-2.0"”
Why it was flagged
The image license is asserted but no source in the sources list documents or verifies the Wikimedia Commons license terms for this specific file.
Why it was dismissed
CC-BY-SA-2.0 is a valid value in an internal project file's enum, and per an internal project file, Wikimedia's own file-page metadata is the standard source for such license claims; this is the normal, expected sourcing pattern for mainImage.attribution across the people collection, not an anomaly specific to this file.
- Dismissed — won't fixEditorializing · low
“made her one of the standing reference cases in argument about online abuse”
Why it was flagged
Asserts significance/status as fact rather than attributing it to specific commentators or coverage; reads as the article's own judgment of importance.
Why it was dismissed
This phrasing mirrors the frontmatter description field ('became a reference case in debates over online abuse'), which is an established, deliberately concise summary already accepted for this entry. The claim is modest and widely supportable (Gamergate/Sarkeesian is a standard case study in harassment-policy literature); rewording for a stylistic nicety carries more risk of losing findability than it resolves. Left as is.
- DismissedQuality · high
“Removed in the citation audit: her birth year; Twitter and YouTube follower counts; the 2009 founding date for Feminist Frequency, which no first-party record consulted supports (the IRS ruling date is May 2014); the claim that she advised the UN Broadband Commission for Sustainable Development, tech companies and lawmakers; the claim that she participated in US congressional briefings and UN panels in 2016-2018; and the launch date and description of the Games and Online Harassment Hotline, whose domain no longer resolves.”
Why it was flagged
The 'What Is Not Established Here' section describes the internal editorial/citation-audit process itself ('Removed in the citation audit') rather than presenting facts about the subject; flagged as process metadata leaking into reader-facing content.
Why it was dismissed
This is a deliberate, established convention used consistently across the people collection (verified in Alex Jones, adam-friedland.md, adrian-vermeule.md, ahmaud-arbery.md, alexander-slavros.md, alexander-nix.md, allen-estrin.md, alicia-garza.md, bari-weiss.md, bill-clinton.md, and many others), documenting what a citation audit removed for transparency. A single-file review has no standing to remove a site-wide editorial convention; this is not an error unique to this file.
- DismissedCitation · medium
“It closed on 16 June 2012 having raised **$158,922 from 6,968 backers** — more than twenty-six times its goal.”
Why it was flagged
Specific quantitative claims are stated with precision but flagged as carrying no inline citation or source attribution.
Why it was dismissed
These figures are sourced in the frontmatter sources block (the Kickstarter project page source's notes field explicitly states '6,968 backers, $158,922 pledged against a $6,000 goal, funded 16 June 2012'). Collection entries in this project cite via the frontmatter sources array, not inline citations in body prose.