There is a particular kind of exhaustion that sets in when you have been doing important, invisible work for years. It is not the loud burnout of someone who has been publicly run into the ground. It is quieter than that. It accumulates in the thousands of small decisions made in mod queues at midnight, in the bans issued to accounts posting AI-generated rage-bait, in the modmails left unanswered by Reddit’s own administrators. It is the burnout of people who never asked for a paycheck but did ask, eventually, for a decent set of tools. They are still waiting.
Reddit is, by most objective measures, one of the most consequential communities on the internet. With over 110 million daily active users and more than 100,000 active subreddits, it is the internet’s town square, its library, its therapy couch, and its comedy club all in one. But maintaining that ecosystem does not fall to Reddit’s paid engineers or its corporate trust-and-safety team alone. It falls, in overwhelming proportion, to thousands of unpaid volunteers who moderate those communities in their spare time, after their real jobs, between putting the kids to bed, during lunch breaks. They do this for free. They always have. And the platform they keep alive has grown into a company worth billions without ever seriously reckoning with what it owes them.
The story of Reddit’s moderators is, in many ways, the defining story of how the internet treats its unpaid labor class. And the tooling gap, meaning the yawning distance between what moderators need to do their jobs and what Reddit has actually built for them, is where that story gets its sharpest edge.
The Value Nobody Likes to Admit
In 2022, a team of researchers at Northwestern University1 published something that should have made headlines larger than they did. They calculated, for the first time, the actual monetary value of the labor that Reddit’s volunteer moderators provide. The number they arrived at was a minimum of $3.4 million per year, which amounted to roughly 2.8 percent of Reddit’s 2019 revenue. That figure, low as it probably already is, was based on the rates of the time. Reddit has grown considerably since. And even that conservative estimate was built on the assumption that the researchers could account for everything moderators do. They could not.
Lead study author Hanlin Li put it plainly:
“Putting a price tag on the labor that people have subsidized is leverage those moderators could wield when asking platforms for better resources and tools to help them monitor more effectively.”
The research was published in full at Northwestern’s news office, and its implications have barely faded. The mods keep that leverage, in theory. In practice, they keep their unpaid labor too.
According to Fox Business2, by the time Reddit filed for its IPO in March 2024, the company was reporting revenues of $804 million for the previous year and a CEO compensation package for Steve Huffman of $193 million. The platform listed, almost in the same breath, its reliance on volunteer moderators as a material risk factor. The filing stated that it could be harmed if it became “unable to retain a sufficient number of volunteer moderators.” In other words, the company that pays its CEO $193 million acknowledges it might fall apart without the people it pays nothing.
A Billion-Dollar Platform Built on YAML Scripts
To understand the tooling problem, you need to understand what Reddit actually gives its moderators to work with. The flagship tool is AutoModerator, a configurable rules engine that allows mods to automate certain actions: removing posts from new accounts, filtering keyword matches, and sending canned replies to common questions. It is written in YAML, a markup language friendly to developers and hostile to everyone else. Reddit itself acknowledges that AutoModerator setup is only available on desktop, and that configuring it requires moderators to have specific permissions and to write rules in a particular format, without any meaningful visual interface to catch errors.
AutoModerator cannot act on old or past content. It cannot react to changes in a user’s karma history in real time. It cannot delay actions. And it cannot, by design, adapt to the constantly shifting tactics of bad actors. When a new wave of spam emerges, or when AI-generated content starts flooding a subreddit in a format the existing rules do not anticipate, moderators must manually rewrite their AutoModerator configurations. The platform does not push updates to help. It does not send alerts. It expects the volunteer sitting at their kitchen table to notice, diagnose, and respond.
Beyond AutoModerator, Reddit offers a moderation log covering the last 90 days of actions, a mod queue for reviewing flagged content, and a set of safety filters for crowd control, harassment detection, and reputation screening. These are not bad tools. But they are also tools that were largely adequate for 2018. The internet has changed. The threats have changed. The tools have not kept pace.
Third-party developers stepped into that gap for years. Apps like Apollo, BaconReader, and RIF offered moderators richer interfaces, better queue management, and features the official app simply could not match. Then, in 2023, Reddit3 changed its API pricing to a structure that developers called exorbitant, and that killed most of those apps outright. The Toolbox browser extension, a widely used addition that layers user notes, mod macros, bulk actions, and removal reasons onto Reddit’s interface, survived because it runs in a browser rather than through the API. But it is maintained by volunteers, not by Reddit. The continued existence of the single most important moderating utility on the platform depends on the unpaid goodwill of its developers.
When Reddit launched its Mod Helper Program in August 2023, ostensibly as a gesture of goodwill toward the moderator community, the response in r/ModSupport was not warm. One moderator asked whether automating the support system would make it harder to get help from a real person. Another noted that admin participation in the moderator support community had never been good to begin with. The most upvoted comment expressed frustration at the lack of useful moderation features in the official app. What Reddit had offered was trophies and flairs. What mods wanted was tools that worked.
The AI Reckoning Nobody Built For
If there was a moment when the tooling gap became undeniable, it was the release of ChatGPT in November 2022. Within months, moderators were reporting something they had no framework for: content that looked human at a surface level, passed basic spam checks, and yet was hollow. Not wrong exactly. Not offensive in an obvious way. Just empty. The kind of post that, if you read it quickly, you’d let through. And if you read ten thousand of them a week, you might not read any of them slowly enough.
Cornell researchers4 who conducted 15 in-depth interviews with moderators between summer 2023 and November 2024 documented the experience carefully. One moderator described AI-generated text as tending to be “very general and ‘hedge’ more than real human responses.” The content wasn’t spam in any recognizable sense. It was plausibly correct but ultimately hollow, replacing nuanced human expertise with algorithmic approximation. And there were no tools built to catch it.
The Cornell team analyzed a dataset of 307,543 subreddits, the largest known study of Reddit community policies, and found that as of November 2024, only 1.2 percent of communities had AI-specific rules in place. That means 98.8 percent of Reddit communities were operating without any explicit framework for handling the flood of synthetic content that had already arrived. The subreddits that had rules were the largest ones, the communities with enough moderators to spend time writing policy. The small communities, representing the vast majority of Reddit, had nothing.
Detection is, by most accounts, guesswork. Moderators describe relying on pattern recognition, gut instinct, and the feeling that something is off. A post that’s too clean. A sentence structure that’s slightly too balanced. A story that resolves too neatly. These are not things AutoModerator can catch. They are not things any algorithm Reddit has deployed can catch reliably, either.
Cassie, who helps run r/AmItheAsshole with its 24 million members, told Stan Ventures5 that she believes up to 50 percent of all submissions to her community may now be AI-generated or edited. That is a staggering figure. It is also unverifiable, because the tools to verify it do not exist. Reddit removed over 40 million pieces of spam and manipulated content in the first half of 2025 alone, according to its own figures. That number sounds impressive until you consider that it was identified and removed largely by people working without any meaningful AI-detection infrastructure.
The Economics of Exploitation
I want to be careful with the word exploitation, because it carries weight that some moderators would reject. Many of them genuinely love what they do. They built communities from nothing. They nursed subreddits through controversies and floods of new users and coordinated harassment campaigns. They feel a real ownership, in every sense but the legal one, over the spaces they maintain. And Reddit, for its part, has always been transparent about the volunteer nature of the role. Nobody signed a contract under false pretenses.
But exploitation does not require deception. It only requires a structural imbalance in which one party extracts value and the other absorbs cost. By that measure, the arrangement between Reddit and its moderators has always had an exploitative shape. The company captures advertising revenue and, more recently, data licensing fees from AI companies that want access to decades of human conversation. That conversation was moderated, curated, and protected by volunteers. The value flows upward. The burden stays down.
According to CNBC6, when Reddit went public, it extended IPO shares to some longtime moderators at the offering price of $34, allowing them to buy in before the stock popped nearly 50 percent. It was framed as gratitude. It was also, read another way, a one-time transaction that permanently closed the books on any ongoing obligation. A Reddit7 user writing in r/stocks around the time of the IPO called the model a “ticking time bomb,” citing the entirely reasonable question of what happens when moderators collectively decide that the tradeoff is no longer worth it. The platform has no answer to that question. It never has.
The 2023 blackout, in which thousands of subreddits went private to protest the API pricing changes that killed third-party apps, was the closest thing to an answer moderators have ever given. And Reddit’s response was to replace the mod teams that refused to reopen. Not to negotiate. Not to commit to better tools. To replace. Cornell researchers studying the 2023 blackout noted that Reddit had been increasingly imposing its conceptions of moderation standards while delegating the actual work to volunteers, effectively using their labor while reducing their autonomy.
The Psychological Cost Nobody Tracks
There is a body of academic literature on what happens to people who moderate content for a living. It is not pleasant reading. Commercial content moderators, the people hired by major tech platforms to review graphic violence and abuse, develop symptoms consistent with PTSD at high rates. Their work is recognized as a form of emotional labor with real psychological costs. There are support systems, however inadequate, and at least a paycheck at the end of the week.
Volunteer moderators get the same exposure and none of the support. Angela Schopke-Gonzalez, a doctoral candidate at the University of Michigan School of Information who has published research on volunteer moderator burnout, described the situation plainly:
“VCMs experience many of the same psychological distress challenges as crisis hotline volunteer responders, caregivers, and volunteer support providers for persons who have experienced violence.”
The study found that burnout in volunteer moderators was driven by interpersonal conflict between mods, time constraints, and daily exposure to toxic online behavior. When the distress becomes too great, they quit. And when they quit, their subreddit either degrades or someone else steps in and absorbs the same load.
The generative AI crisis has added a new dimension to this. Detecting AI content is not just technically difficult. It is emotionally dispiriting. You are essentially asked to read thousands of posts looking for the tell-tale signs that another human being wasn’t there. A moderator on r/AmItheAsshole described the work as a constant alarm going off in the background. Something isn’t right. You can’t prove it. You remove it anyway. Or you don’t, because you’ve been at this for three hours and you have work in the morning.
The communities themselves feel the change. Users across subreddits like r/simpleliving, r/self, and r/EntitledPeople have reported that the platform feels different, that the human texture they came for has been sanded down by an influx of content that is competent but inert. One user quoted in a 2025 report described Reddit as “really going downhill.” These are the communities that moderators work to protect. Watching them degrade despite your best efforts, without the tools to stop it, is its own particular kind of drain.
What Mods Actually Want
I have spent time reading through r/ModSupport, r/modnews, and r/AskMods, the communities where moderators talk about their work openly. What strikes me is that the requests are not extravagant. Moderators are not asking for salaries, though that conversation is long overdue. They are asking for things that should have been built years ago.
They want better AI-detection tools built into the platform, not bolted on through third-party solutions that may disappear at any moment. They want mobile-accessible AutoModerator configuration, because the requirement to use desktop mode to write moderation rules in 2026 is embarrassing. They want better modmail, a communication system that most experienced moderators describe as clunky and inadequate for managing the volume of messages large subreddits receive. They want admin responsiveness that does not require a public controversy to trigger.
One moderator writing in r/ModSupport after Reddit’s 2023 Mod Helper Program announcement captured the mood of the room:
“Admin participation hasn’t been great here. I don’t know if that’s because you guys aren’t familiar enough with mod tools to provide meaningful support to the mod community, or if you just can’t be bothered. But you seem to mostly rely on the mod community to address questions and concerns here, and that’s not what people come here for.”
The comment was the most upvoted in the thread. Reddit’s response was to launch a bot that directed moderators to Help Center articles.
The gap between what is being asked for and what is being delivered is not a product design problem. It is a priorities problem. Reddit has the engineering talent to build better moderator tools. It has the revenue. It has the data to understand exactly where the pain points are. The platform’s moderation log, its flagging systems, and its own stated risk factors all point to the same set of problems. The tools have not been built because building them for unpaid volunteers does not move a revenue line in the way that, say, improving ad targeting does.
Devvit and the Partial Answer
Reddit has, to its credit, launched a developer platform called Devvit8 that allows third-party developers to build moderation tools and apps that run natively on Reddit’s infrastructure without API cost concerns. The platform hosts community for developers at r/Devvit and has announced various integrations. This is a meaningful step. It is also a step that offloads the work of building moderator tools onto the developer community rather than onto Reddit’s own engineering teams.
There is something structurally familiar about this. The problem with moderator tools is that there aren’t enough good ones. The solution is to make it easier for unpaid or low-paid developers to build more tools. It is the same model, applied one level up. And like AutoModerator’s YAML interface, it serves developers well and moderators who are not developers considerably less so.
Toolbox, the browser extension that adds the most practically useful features to Reddit’s moderation interface, is maintained by volunteers. SnooNotes, a third-party user notes tool, ceased development years ago and was eventually replaced by a native feature Reddit built only after the ecosystem had already degraded. The pattern is consistent: third-party developers build what mods need, Reddit either ignores it or absorbs it years later, and the dependency cycle continues.
The Platform Needs Its Mods More Than It Knows
There is a version of this story that ends badly for Reddit. It goes like this: the AI content problem continues to worsen. The moderators most capable of fighting it, the ones with years of experience and institutional knowledge of their communities, burn out and leave. The communities they managed become noisier, less trustworthy, and less useful. Users start going elsewhere. Google, which has been routing search traffic to Reddit for years because Reddit’s community content was uniquely valuable, finds the content less valuable. The AI companies who licensed Reddit’s data for training find less signal in the noise. The stock price, which soared at IPO, reflects a platform that has hollowed itself from the inside out.
This is not a hypothetical. It is the trajectory that the available evidence points toward. Research at Cornell has documented the platform-wide governance gap. The moderators themselves are documenting it, in their own words, in public forums that Reddit’s own executives can read. The question is whether anyone at Reddit is reading with the urgency the situation deserves.
Sarah Gilbert9, research manager at Cornell’s Citizens and Technology Lab made the stakes clear after the 2023 blackout. If Reddit forces unpaid moderators out or makes the job impossible through neglect, there is a risk of a cascade effect: fewer people willing to do the work, which means more disinformation, more hate, more spam, more harassment, and more abuse on Reddit. You do not need to love Reddit to understand that this outcome would be bad. You just need to understand how information ecosystems work.
What Good Looks Like
It is worth spending a moment on what a serious response to this problem would actually look like, because it is easy to critique and harder to prescribe.
First, Reddit should build native, mobile-accessible AI-content detection tools and integrate them into the standard mod queue. Not outsourced to a third-party bot. Not a YAML rule that a non-technical moderator cannot write. A built-in classifier that flags likely AI-generated content for human review, with transparency about its accuracy and its limitations. This is technically achievable. Reddit has the data and the resources.
Second, the Toolbox extension’s functionality should be absorbed into Reddit’s native interface. The fact that the most important moderation utility on the platform is a volunteer-maintained browser extension is a structural vulnerability. If its developers move on, or if a browser update breaks it, moderators lose their most useful tool overnight. Reddit should build what Toolbox provides as a first-class feature.
Third, AutoModerator needs a modern interface. YAML rules that can only be edited on desktop, that don’t surface syntax errors clearly, that require technical knowledge most community moderators don’t have, are a 2014 solution to a 2026 problem. A visual rule builder would not solve every problem, but it would lower the barrier to entry for thousands of smaller communities that currently operate with no automation at all.
Fourth, and most fundamentally, Reddit needs to have an honest conversation about what it owes its moderators. Not necessarily a salary, though that debate deserves more serious treatment than it gets. At minimum, a commitment to building infrastructure that makes the job survivable. An acknowledgment, made in concrete terms rather than IPO share allocations, that the unpaid labor keeping the platform alive has legitimate claims on the company’s attention and resources.
None of this is radical. None of it requires Reddit to fundamentally reimagine its business model. It requires treating the people who run its communities as partners in the enterprise rather than as a convenient externality.
The queue never empties. That is perhaps the clearest way to describe the life of a Reddit moderator in 2026. There is always more content than there are hands to review it. There are always new tactics from bad actors that the existing rules don’t cover. There is always another post that might be AI-generated, might be spam, might be a genuine human being trying to connect with others. The moderator has to decide, usually alone, usually in the small hours, usually without adequate tools, and always without pay.
They keep doing it because they care about the communities they built. That care is real and it is valuable and Reddit has not earned it. The platform has grown into a company with nearly a billion dollars in annual revenue by treating that care as a permanent, renewable resource that requires no investment to maintain. The evidence suggests it is neither permanent nor renewable without cost.
The debt is accumulating. Somewhere in a mod queue, someone is still paying it.
Sources
- “Unpaid social media moderators perform labor worth at least $3.4 million a year on Reddit alone” Northwestern Now, 31 May 2022, news.northwestern.edu/stories/2022/05/unpaid-social-media-moderators. Accessed 2 Apr. 2026. ↩︎
- Revell, Eric. “Reddit CEO addresses whopping $193M compensation package” Fox Business, 19 Mar. 2024, www.foxbusiness.com/markets/reddit-ceo-addresses-193m-compensation-package. Accessed 3 Apr. 2026. ↩︎
- Reddit, www.reddit.com/r/reddit/comments/145bram/addressing_the_community_about_changes_to_our_api/. Accessed 9 Apr. 2026. ↩︎
- “AI Rules? Characterizing Reddit Community Policies Towards AI-Generated Content” 27 Jan. 2025, arxiv.org/html/2410.11698v3. Accessed 3 Apr. 2026. ↩︎
- Arora, Dipti. “AI Slop Is Ruining Reddit for Everyone, Say Moderators” Stan Ventures, 8 Dec. 2025, www.stanventures.com/news/ai-slop-is-ruining-reddit-for-everyone-say-moderators-6106/. Accessed 3 Apr. 2026. ↩︎
- Vanian, Jonathan. “Reddit prices IPO at $34 per share in first major social media offering since 2019” 20 Mar. 2024, www.cnbc.com/2024/03/20/reddit-prices-ipo-at-34-per-share-sources-say.html. Accessed 9 Apr. 2026. ↩︎
- Reddit, www.reddit.com/r/stocks/comments/1b0c3rq/whole_reddits_business_model_is_based_on_free/. Accessed 9 Apr. 2026. ↩︎
- “Devvit: Reddit’s Developer Platform” Reddit for Developers, developers.reddit.com/docs/. Accessed 9 Apr. 2026. ↩︎
- “Sarah Gilbert” CALS, 17 Sept. 2025, cals.cornell.edu/people/sarah-gilbert. Accessed 9 Apr. 2026. ↩︎
