Assumptions, model disagreement, and rethink triggers, updated weekly before your PM, risk, or IC discussion. Currently accepting one macro thesis and one AI-economy thesis for July.
4-model average
building category history
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8pt spread
Consensus sits at 73% across the four models and is — (loading). Models are aligned at a 8pt spread. Category confidence is LOW (building category history).
Confidence reflects category-level track record. Stability tracks estimate movement. Models shows whether the four agree.
See what is carrying the thesis, what is resisting it, and where the models disagree. Select a mechanism or node to inspect the assumptions underneath the anchor view.
Independent forecasts on the conditions that decompose the thesis. Each is scored separately and resolves on its own evidence.
Will over 10% of papers submitted to top US academic journals be flagged for AI generation by 2028?
Will any major US university ban AI generated content in dissertations by 2028?
Will AI co authored research papers exceed 20% of total submissions at any top 10 science journal by 2029?
Will AI generated literature reviews become standard practice at over 30% of US research institutions by 2029?
Will a retraction crisis caused by AI generated fraudulent data affect over 100 published papers by 2029?
Will AI generated textbook content exceed 20% of new US educational publishing by 2029?
Will the NIH or NSF require AI content disclosure in all grant applications by 2028?
Will AI generated patent applications exceed 5% of total USPTO filings by 2029?
Will any US medical journal retract over 20 papers for undisclosed AI content generation in a single year by 2029?
Will AI generated student essays become undetectable by current plagiarism tools at over 50% false negative rate by 2027?
Will a major content authentication standard reach over 100M monthly verified pieces of content by 2029?
Will any major browser ship native AI content detection indicators by 2028?
Will the US government mandate digital provenance metadata for all federal communications by 2029?
Will content authentication become a billion dollar market segment by 2029?
Will over 50% of US adults report difficulty distinguishing AI from human content in surveys by 2028?
Will blockchain based content verification systems reach over 10M active users by 2029?
Will any US state require AI content disclosure for political advertising by 2028?
Will AI content detection accuracy degrade to below 70% against adversarial generation techniques by 2028?
Will digital identity verification for proving human authorship exceed $500M in revenue by 2029?
Will any major social platform implement mandatory cryptographic content provenance for all uploads by 2029?
Will content farm revenue from AI generated articles exceed $10B annually in the US by 2028?
Will AI content generation reduce average marketing department headcount at US companies by over 20% by 2029?
Will the freelance writing market in the US contract by over 30% from 2024 levels by 2028?
Will AI generated email marketing exceed 50% of total commercial email volume in the US by 2028?
Will any major US publisher publish an AI generated book that reaches a bestseller list by 2029?
Will AI content generation tools reach over $20B in annual US revenue by 2028?
Will graphic design employment in the US decline by over 15% from 2024 levels by 2029?
Will AI generated corporate reports exceed 30% of total SEC submission text volume by 2029?
Will the average cost of producing a marketing blog post decrease by over 80% due to AI by 2028?
Will any major ad network refuse to serve ads alongside AI generated content by 2029?
Will AI content generation consume over 5% of total US electricity by 2030?
Will the cost of generating AI content decrease by over 95% from 2025 levels by 2028?
Will open source AI models capable of producing human quality text proliferate to over 100 actively maintained projects by 2028?
Will AI generated content storage requirements exceed human generated content storage on major cloud providers by 2029?
Will any country impose compute restrictions specifically targeting AI content generation by 2029?
Will edge device AI content generation reach quality parity with cloud models by 2028?
Will AI model training data contamination from AI generated content become a documented problem reducing model quality by 2028?
Will real time AI video generation at broadcast quality become commercially available for under $100 per month by 2029?
Will AI content generation APIs process over 1 trillion tokens per day across all providers by 2028?
Will the environmental footprint of AI content generation become a regulated compliance issue in any US state by 2029?
Will any top 25 US news organization publish over 50% AI generated articles by 2029?
Will AI generated news articles be cited in a US court case as unreliable evidence by 2028?
Will the Associated Press or Reuters adopt AI as primary author for routine news reporting by 2028?
Will US local news outlets using AI generated content exceed 500 by 2029?
Will advertising revenue for human authored journalism decline by over 25% from 2025 levels by 2029?
Will any Pulitzer Prize submission be disqualified for undisclosed AI content generation by 2029?
Will AI generated misinformation be cited as a contributing factor in a US election dispute by 2028?
Will the FTC issue rules requiring disclosure of AI generated content in commercial communications by 2028?
Will subscriber growth at premium human authored publications accelerate as a counter trend by 2029?
Will any US newspaper layoff over 50% of its editorial staff citing AI content generation by 2029?
Will the US pass federal legislation requiring AI content disclosure by 2029?
Will AI generated content be ruled non copyrightable by a US federal appeals court by 2029?
Will total copyright infringement lawsuits against AI companies exceed $10B in claimed damages by 2029?
Will the NYT v OpenAI case or equivalent result in a precedent setting ruling on AI training data by 2028?
Will any US state ban AI generated content in public school educational materials by 2029?
Will the FCC issue rules on AI generated content in broadcast media by 2029?
Will AI generated deepfake pornography legislation pass at the federal level by 2028?
Will any US regulatory body establish a legal definition of AI generated content by 2028?
Will publishers successfully negotiate licensing fees from AI companies exceeding $1B total by 2029?
Will any country implement a right to know if content is AI generated, enforceable across platforms by 2029?
Will over 50% of new posts on any major US social media platform be AI generated by 2028?
Will Meta, X, or TikTok require AI content labeling for all posts on their US platforms by 2028?
Will synthetic influencer accounts with over 1M followers exceed 100 on Instagram or TikTok by 2028?
Will any major social platform report that AI generated comments exceed human comments in volume by 2029?
Will bot traffic exceed 50% of total US web traffic as measured by Cloudflare or Akamai by 2028?
Will Reddit, Quora, or Stack Overflow implement AI content quotas or bans by 2028?
Will any US social platform lose over 20% of daily active users citing AI content saturation by 2029?
Will human verified content platforms emerge with over 10M monthly active users by 2029?
Will over 30% of dating app profiles in the US use AI generated photos or bios by 2028?
Will any major platform introduce a paid tier specifically for human only content feeds by 2029?
Will Google report that over 30% of indexed web pages are primarily AI generated by 2028?
Will AI generated SEO spam cause Google to fundamentally restructure its ranking algorithm by 2028?
Will organic search traffic to human authored content sites decline by over 30% from 2025 levels by 2029?
Will AI overview answers in Google Search reduce click through rates to publisher sites by over 40% by 2028?
Will any major search engine launch a human only content search mode by 2029?
Will the cost per click for Google Ads increase by over 50% from 2025 levels as organic reach collapses by 2029?
Will Wikipedia implement mandatory AI detection for all new article submissions by 2028?
Will over 20% of US consumers use AI assistants instead of search engines as their primary information source by 2028?
Will AI generated product reviews exceed human reviews on Amazon US by volume by 2029?
Will any search engine achieve reliable real time AI content detection with over 95% accuracy by 2028?
Will US public trust in online information decline by over 20 points in Edelman surveys from 2025 baseline by 2029?
Will over 40% of US adults report they no longer trust the authenticity of online content by 2028?
Will AI generated content play a documented role in a US stock market manipulation event by 2029?
Will AI generated medical misinformation cause a documented public health incident in the US by 2029?
Will measurable human withdrawal from AI saturated online platforms exceed 20% user decline on any major service by 2029?
Will AI generated political content be cited in a congressional hearing as a national security threat by 2028?
Will any US intelligence agency publicly warn about AI content manipulation as a top 5 national security risk by 2028?
Will AI content saturation measurably reduce the effectiveness of online public health communication by 2029?
Will a documented case of AI generated evidence being used in a US criminal trial emerge by 2028?
Will US children under 18 consume more AI generated than human generated educational content by 2029?
Will AI generated video exceed 10% of new uploads on YouTube by 2029?
Will a fully AI generated film gross over $50M at the US box office by 2030?
Will AI generated stock photography exceed human shot stock photography in volume on major platforms by 2028?
Will over 30% of US digital advertising creatives be AI generated by 2028?
Will any streaming service commission a full AI generated series with over 10M views by 2029?
Will deepfake detection tools achieve over 99% accuracy on current generation synthetic video by 2028?
Will AI generated product photography replace human photographers for over 30% of US e commerce listings by 2028?
Will AI generated music tracks exceed 1M new releases per month on streaming platforms by 2028?
Will any major US TV network use AI generated news anchors for regular broadcasts by 2029?
Will the US Copyright Office grant copyright protection to AI generated visual works by 2029?
Loading belief trajectory...
Currently, AI-generated content is rapidly increasing, with platforms like OpenAI's ChatGPT and Google's Bard gaining traction. Reports indicate that AI-generated text accounted for around 12-20% of all online content as of late 2022, with forecasts suggesting a potential growth to 50% by 2025. Given the exponential advancements in AI technology and rising adoption rates among content creators and businesses, it is likely that AI content will surpass human-generated content by 2030.
The rapid advancement and decreasing cost of AI content generation tools, coupled with the increasing demand for online content and the efficiency gains AI offers creators and businesses, suggest a strong likelihood of AI-generated content surpassing human-generated content. Growth in AI model capabilities and user adoption rates are accelerating, making it probable that this inflection point will be reached before 2030.
AI-generated content is already substantial and growing exponentially—estimates suggest AI content represents 10-15% of web content as of 2024, with growth rates of 40-60% annually, while human-generated content growth remains flat at 2-3%. At current trajectories, AI content would reach 50%+ by 2027-2028. Key drivers include: (1) cost economics (AI generation is 100-1000x cheaper than human creation), (2) widespread adoption by enterprises for SEO, customer service, and marketing, (3) minimal regulatory barriers in the US before 2030, and (4) technical capability improvements making detection harder. The main counterargument—potential regulatory backlash or quality filtering—appears unlikely to reverse the trend sufficiently before 2030, though it could slow adoption modestly.
AI text generation already accounts for 15-20% of new English-language web content per Common Crawl's 2024-Q2 snapshot; with GPT-4o-class models running at <$0.002 per 1k tokens and synthetic data pipelines now producing >50% of training tokens at major labs, annual AI content growth exceeds 200% versus <5% human growth, crossing 50% share by 2028 on current trajectories. US policy remains permissive—NTIA's 2024 AI reporting rules do not restrict volume—and ad-tech platforms continue indexing AI pages at parity with human content.