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Thursday, Jul 31, 2025

Twitter says Musk’s spam analysis used tool that called his own account a bot

Twitter says Musk’s spam analysis used tool that called his own account a bot

Musk's counterclaims are "outright deception," Twitter tells court.

Twitter yesterday slammed Elon Musk's response to the company's lawsuit in a 127-page filing in the Delaware Court of Chancery that says Musk's claims are "contradicted by the evidence and common sense." Twitter's court filing also said Musk's spam analysis relied on a tool that once called his own Twitter account a likely bot.

"According to Musk, he—the billionaire founder of multiple companies, advised by Wall Street bankers and lawyers—was hoodwinked by Twitter into signing a $44 billion merger agreement," Twitter wrote. "This story is as implausible and contrary to fact as it sounds. And it is just that—a story, imagined in an effort to escape a merger agreement that Musk no longer found attractive once the stock market—and along with it, his massive personal wealth—declined in value."

Twitter's filing was in response to Musk's defense and counterclaims, which were submitted last week but not made public immediately because Twitter was given time to request redactions. Twitter apparently chose not to make any redactions.

"Musk's Counterclaims, based as they are on distortion, misrepresentation, and outright deception, change nothing. Musk signed and is obligated to consummate the merger agreement," Twitter wrote.


Twitter: Musk used tool that labeled his account a bot


Musk has defended his attempt to break the merger agreement by questioning Twitter's public disclosure that less than 5 percent of its monetizable daily active users (mDAU) are spam or fake. Twitter's court filing said Musk's own analysis used a publicly available website to find "that false or spam accounts constitute at least 10 percent of Twitter's monetizable daily active users," but "Musk is not measuring the same thing as Twitter or even using the same data as Twitter."

"Musk can produce a higher estimate only by running a data set neither limited to nor inclusive of mDAU through a generic web tool that designated his own Twitter account a likely 'bot.' The result is a distortion that Musk is hoping will nonetheless make waves," Twitter said.

Specifically, Musk used "an Internet application called the 'Botometer'—which applies different standards than Twitter does and which earlier this year designated Musk himself as highly likely to be a bot," Twitter said.

The Botometer website is a project of the Observatory on Social Media and the Network Science Institute at Indiana University. Citing a May 2022 Protocol article, Twitter's court filing said that "the Botometer indicated that Elon Musk's own Twitter account was likely a bot, scoring it 4/5."


Musk’s Botometer score now more “human-like”


This morning, Botometer gave Musk's account a rating of 1.2 out of 5, indicating that Musk is more "human-like" than bot-like as of today. Protocol's article in May noted that Musk's account was getting wildly different Botometer scores from one day to the next, saying the tool "highlights just how hard it is to identify bots, especially using only public data."

As Twitter's court filing noted, "the Botometer's own FAQ website cautions that 'Bot detection is a hard task' and that if it 'were easy to do with software, there wouldn't be any bots—Twitter would have already caught and banned them!'"

Twitter's filing described other problems with Musk's reliance on the Botometer as follows:

The Botometer thus does not even purport to apply Twitter's definition of a false or spam account. In fact, some bots (like those that report earthquakes as they happen or updates on the weather) are often helpful and permissible under Twitter’s platform manipulation and spam policy, to which Twitter respectfully refers the Court. Moreover, Defendants have not indicated what score they are applying to conclude an account constitutes spam; thus, their allegation is unverifiable.

Musk already lost one important ruling when Court of Chancery Judge Kathaleen McCormick expedited the trial, rejecting Musk's request to delay it until February 2023. The five-day trial is now scheduled to begin on October 17.


Musk defends use of Botometer


Musk's court filing defended the use of the Botometer, saying the tool "has been improved and honed over the past eight years" and that the "academic developers of the Botometer tool have published numerous articles about their work, including one seminal paper that has received over 1,000 citations in the academic literature."

Musk also has plans for a more comprehensive analysis, his court filing said:

Defendants' experts are continuing their analysis even now and, in anticipation of production of additional data by Twitter (including "private" data that Twitter makes available to its human reviewers and contends is necessary to verify its reported less-than-5 percent spam and false user rate), intend to conduct a more comprehensive analysis and expect to present updated estimates and findings in expert reports and at trial.

Musk's filing said he "negotiated for representations as to the truth of Twitter's SEC disclosures," but that "they contain numerous, material misrepresentations or omissions that distort Twitter's value and caused the Musk Parties to agree to acquire the company at an inflated price."

"Twitter's Complaint, filled with personal attacks against Musk and gaudy rhetoric more directed at a media audience than this Court, is nothing more than an attempt to distract from these misrepresentations," Musk's filing claimed. Twitter's strategy is "to distract from and obfuscate the truth about its disclosures—first from its investors and then from the Musk Parties when they began to discern the truth," Musk also claimed.


Twitter: No reference to spam in merger deal


Musk has no right to exit the agreement based on the number of spam accounts, Twitter wrote:

The Counterclaims fail to justify Musk's plan to dishonor the merger agreement. Musk claims that he has the right to walk away from the deal if Twitter was 'miscounting' the number of false or spam accounts on its platform. That is incorrect—as the facts and terms of the merger agreement show. When Musk offered to buy Twitter, he did not ask for—and Twitter did not make—any representations regarding the number of false or spam accounts.

The merger agreement contained no references to false or spam accounts, and Musk didn't ask Twitter for any information to verify the number of spam accounts before signing the merger deal, Twitter said. "To the contrary, Musk forwent all due diligence—giving Twitter twenty-four hours to accept his take-it-or-leave-it offer before he would present it directly to Twitter's stockholders," Twitter wrote.

Twitter said the merger deal merely contained "a customary representation that Twitter's SEC filings since January 1, 2022 did not contain any false or misleading statement of material fact, with no right to terminate the deal based on any inaccuracies in those filings unless they have a 'material adverse effect' on Twitter, as narrowly defined in the 'seller-friendly' merger agreement." Musk had "a limited right to receive information only for 'a reasonable business purpose related to the consummation' of the merger—that is, for the purpose of closing the deal, not abandoning it."

"Musk's repeated mischaracterizations of the merger agreement cannot change its plain words," Twitter wrote.

Twitter provided Musk access to its data firehose after his complaints began, the company's filing noted. "Musk invents representations Twitter never made and then tries to wield, selectively, the extensive confidential data Twitter provided him to conjure a breach of those purported representations. Yet Musk simultaneously and incoherently asserts that Twitter breached the merger agreement by stonewalling his information requests," it said.

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