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Chronicles

The story behind the story

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Substack partners with AI-detection tool Pangram, allowing users to scan text longer than 100 words for an estimate of how much was written with AI assistance

The Substack Post Chris Best

Context & Ripple Effects

Substack is adding a provenance-oriented utility to a creator platform that has previously expanded its publishing controls and workflow features. The move arrives as Pangram's analysis of long-form social posts reported substantial fully AI-generated output, making authorship signals more commercially relevant for publisher-reader relationships.

The partnership also puts a detector into a setting where trust can affect paid writing. Its usefulness will depend on readers and creators treating the result as an estimate, especially given prior scrutiny of false positives when detection is used at scale.

First-order effects

  • Substack users gain a way to submit text above 100 words for an estimate of AI assistance, giving creators and readers a new signal for assessing authorship.
  • Pangram gains distribution inside a publisher ecosystem, while Substack can offer an AI-transparency feature without building a detector itself.

Second-order effects

  • Creators whose work is questioned may face more requests to explain their writing process, while readers can use scan results as an additional—rather than definitive—trust cue.
  • Other publishing and social platforms may face pressure to offer comparable detection, disclosure, or provenance tools as AI-generated long-form content becomes more visible.

Third-order effects

  • If such tools become routine, authorship verification could become part of the platform trust stack alongside publishing and monetization features, with detection vendors becoming infrastructure partners.
  • The core tension will persist: broader use of probabilistic detection raises the cost of false accusations, encouraging platforms to distinguish estimates from proof and potentially favor clearer disclosure mechanisms.

The trend: This is one data point in the shift toward AI-content commercialization platforms adding provenance and trust tooling as generative writing becomes commonplace.

Discussion

  • @signulll @signulll on x
    it'd be absolutely hilarious if linkedin actually implemented this.
  • @thuddwhirr John Wolthuis on x
    If I'm being honest, this is a load bearing feature. A smoking gun.
  • @jmrphy Justin Murphy on x
    There is going to be a very interesting AI arms-race over the next few months, in a new domain that has generally tried to avoid the question so far. The integration of Pangram into Substack will only increase the profitability of more sophisticated AI writing tools. [image]
  • @tracewoodgrains Jack on x
    Substack keeps earning its reputation as the best place for longform. Congrats to @max_spero_ and @chrisbest both — this is an excellent and much-needed partnership. Transparency is our best option as we move into a world where a large chunk of writing is AI-generated.
  • @perrymetzger Perry E. Metzger on x
    Any oracle for “written by an AI” can be used to fine tune an AI to evade the detector. There is no point to such detectors, they cannot work for long, certainly not as commercial products.
  • @jasminewsun Jasmine Sun on x
    not to flex, buuuut [image]
  • @orphcorp @orphcorp on x
    excellent first epistemic & prosocial tooling for the AI era that gets widely deployed
  • @pewilliams_ Paul E Williams on x
    Lots of “writers” sweating rn
  • @justalexoki @justalexoki on x
    why are they nuking themselves
  • @emollick Ethan Mollick on x
    This is an interesting experiment (and I am glad that I have always written my own posts!)
  • @petergyang Peter Yang on x
    This is an important update from Substack. I just plugged in some X posts from some creators who are prolific posters (like 5-10 posts per hour) in Pangram and what do you know... LinkedIn has it the worst but I think @X should do something about this as well. The sad truth is [i…
  • @sanasaeed Sana Saeed on x
    Substack is filled with AI slop which is extremely apparent - not hard to figure out and it's exhausting; people waxing poetic constantly on random subjects in order to position themselves as some sort of thought leaders. Constant long essays that say.. nothing beyond a surface
  • @emily_sundberg Emily Sundberg on x
    Substack will now be able to tell readers if your newsletter was written by Claude https://substack.com/... [image]
  • @chrisbest Chris Best on x
    One important point with this launch: not all slop is AI, and not all AI use is slop. As we developed this I talked to many people who are using AI with great care to do work they believe in. They are worried about slop too! Because the fake stuff can drive out the real work.
  • @max_spero_ Max Spero on x
    This is HUGE!
  • @chaotictransfem Rachel on x
    so proud of the whole team for how hard everybody worked to make this a possibility. amazing to get to be at a company where everyone cares so deeply about human art and writing and creativity
  • @thezvi Zvi Mowshowitz on x
    Great stuff, with the full Pangram. Fun and if possible I will be turning this on by default. Will only work on text posted going forward - your past AI usage is safe.
  • @krishnanrohit Rohit on x
    This is absolutely wonderful news for improving the commons.
  • @_nathancalvin Nathan Calvin on x
    This is really cool. I imagine that as Pangram becomes more prevalent there will be more pressure to easily evade it and I really hope that it stays robust, it really feels like magical tech right now and one of my favorite examples of d/acc
  • @fejau_inc @fejau_inc on x
    Lmao a lot of macro substackooooors about to get called out
  • @substack @substack on x
    We're also introducing tools for creators, including the ability to run Pangram on your drafts prior to publication, and to add a “How I make this” statement where you explain your process and set expectations for readers.
  • @captgouda24 Nicholas Decker on x
    I am pleased to say that you will find all of my work written by me. This is because writing is inextricable, for me, from the learning process, and I write these articles as much for myself as I do for you.
  • @jappleby Jack Appleby on x
    Wowww. This is a very bold move. It's smart for the brand health of Substack overall, but pretty gutsy in how the platform is essentially officially calling out any AI-based newsletters, which is gonna be a lot more than people realize.
  • @substack @substack on x
    Today, Substack is launching an AI detection feature, via an integration with @pangram. Going forward, you'll be able to scan posts, replies, and comments on the Substack app to see an estimate of how much of it was written by a human, or with AI assistance. [image]
  • @zebriez Brie Wolfson on x
    finally someone upholding the integrity of our feeds
  • @hamishmckenzie Hamish McKenzie on x
    An internet for humans
  • @caseynewton Casey Newton on bluesky
    I have to say ... I think this is great [embedded post]
  • @informor Mor Naaman on bluesky
    Why AI detection is a losing battle for everyone.  If readers use it, writers will use it too (and their AI can even help them avoid it).  [embedded post]
  • r/slatestarcodex r on reddit
    Substack partners with Pangram to offer one-click AI detection on any article or comment