A Trustworthy AI Assistant for Investigative Journalists | Stanford HAI

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A Trustworthy AI Assistant for Investigative Journalists

Date, December 01, 2025, Topics

Communications, Media

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Gathering and analyzing data require time and expertise — two resources that cash-strapped newspapers often don’t have. Can AI help?

In 2023, an average of 2.5 local newspapers shut down every week. More than half of U.S. counties now have little or no reliable local news coverage, and the trend is accelerating.

This is a business problem. It is also, arguably, a democracy problem. For centuries, local journalism has kept voters engaged in local politics and politicians accountable to those voters. Small papers with investigative tenacity have also routinely broken stories of national importance — the Patriot-News uncovering Penn State’s Jerry Sandusky scandal, for instance.

The answer to this crisis? “Everybody says, ‘Let’s use AI to help,’ ” replies Monica Lam, a professor of computer science at Stanford University. The problem with this, she adds, is that most AI tools aren’t reliable. She cites a 2025 study conducted by the BBC in which the media outlet used major AI models to analyze news content on its website. Over half of answers from the AI had “significant issues,” according to the BBC, including factual errors and fabricated quotations.

“It’s not so easy,” says Lam.

Now, Lam is working with technologists and journalists to develop a more useful tool for the news industry. With Cheryl Phillips, the founder of Stanford’s Big Local News, along with seed funding from the Stanford Institute for Human-Centered AI and a grant from the Brown Institute for Media Innovation at Stanford and Columbia, Lam created DataTalk, a chatbot specifically designed to help investigative journalists and cash-strapped newsrooms do their work more efficiently without sacrificing factual accuracy. DataTalk is built on top of a large language model and designed to retrieve and analyze information kept in big, sometimes unruly, public databases.

“Journalism is losing a lot of people and deep investigative work is harder than ever,” Lam says. “If more people know about the tool we’re building, and if we can keep improving it and keep generating success stories, then our hope is to bolster this type of journalism into the future.”

What is DataTalk?

Investigative journalists often rely on knowledge of database languages like SQL and the expertise of data scientists to unearth important stories. With DataTalk, they could instead simply type their question into a chat window and get an answer within a few seconds.

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#AI #AIAssistant #artificialIntelligence #DataTalk #HAI #InvestigativeJournalists #Journalism #Journalists #LLM #SQL #StanfordUniversity #Technology

The #Guardian surrendered to the architects of the Heritage Foundation by inviting their #AI and sacking the #InvestigativeJournalists en mass.

AI is garbage in garbage out. It is the architects who feed AI, so it is them who dictate the output bias and thus public discourse.
Less human diversity through five or six AI systems that #FloodTheZone. Worst part of it is, that #distributor of the garbage is us — millions of user who "have fun with #ChatGPT et al."

Ask me in 150 years how it ends.

Daily Reminder to #media #investigativejournalists to look into that $10 million or so from Egypt to TFG. It’s a #vibe.

From: @CindyWeinstein
https://zirk.us/@CindyWeinstein/112962065839607548

Cindy Weinstein (@[email protected])

Excellent piece on #Harris and this press corps. Props to #JohnStoehr for calling out #ChrisCillizza's mediocrity and bad faith: "But after this press corps made a fetish of Biden’s age, I don’t see any more room for the benefit of the doubt – and there’s no going back. This press corps made the election about vibes and it’s going to remain an election about vibes, and if those vibes now grind against the instincts of this press corps, tough shit. You reap what you sow." https://www.editorialboard.com/kamala-harris-is-taking-power-back-from-the-press-corps/

zirkus
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I highly encourage #journalists, #SportsJournalists and #InvestigativeJournalists to share their work at the upcoming Play the Game conference February 4-7 in #Trondheim, #Norway. Interested journalists should submit a description of their proposed presentation by October 15. I hope to see you there. #Autocracy #democracy #crime #integrity #sport #sustainable #climate
#environment #watchdog #Abuse #sportsorganizations #athletes #diversity #power #scandal #antidoping
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B.C. forestry company said it had links to Asian conglomerate until 2015

Canada's largest forestry company denies current links with global giant Asia Pulp and Paper.

Vancouver Is Awesome

@GreenFire

Excellent point.

Would also warrant a deeper dig by #historians and #InvestigativeJournalists now with hindsight.

#TheGuardian 2000:

"#Ballot blunder that caused a crisis"

"When they finally write the history of this #PresidentialElection, the key names in the story could be those of #AlGore, #GeorgeWBush - and Theresa #LePore...the superviser of elections for #Florida's #PalmBeach county."

https://www.theguardian.com/world/2000/nov/10/uselections2000.usa9

Ballot blunder that caused a crisis

When they finally write the history of this presidential election, the key names in the story could be those of Al Gore, George W Bush - and Theresa LePore.

The Guardian

#SLAP lawsuits are designed to bankrupt #InvestigativeJournalists and their Media Outlets. This is one of the worst examples. Support Carole if you can.

Observer’s Carole Cadwalladr facing heavy legal costs in Arron Banks case https://www.theguardian.com/media/2023/may/20/observers-carole-cadwalladr-facing-heavy-legal-costs-in-arron-banks-case?CMP=share_btn_tw

Observer’s Carole Cadwalladr facing heavy legal costs in Arron Banks case

Criticism over latest development in long-running libel dispute between the leading Brexit backer and the journalist

The Guardian
Is #ProtonMail as safe as we thought it was? A sophisticated #phishing #cyberattack aimed at #investigativejournalists and other experts who are probing #Russianintelligence activities has rattled users of the company who bills itself as as the world’s most secure email platform. A key question is how the attackers gained details of usernames & accounts in the first place. https://www.digitalmunition.me/cyber-attack-hits-email-users-probing-russian-intelligence/
Cyber attack hits email users probing Russian intelligence

One of the world’s most secure email services has been caught up in a sophisticated cyber attack aimed at investigative journalists and other experts who are probing Russian intelligence activities.Those targeted have used Swiss-based ProtonMail to share sensitive information related to their probes of Moscow’s military intelligence directorate, the GRU. Its agents have been accused...

DigitalMunition
South Africans:
If not for these #whistleblowers and #InvestigativeJournalists, you would be waking up in Zumaland tomorrow morning
https://quitter.im/url/1401624
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Daily Maverick