Spent the last few months studying how AI apps generate revenue. Not pitch deck theory, actual working models.
7 keep showing up: subscription tiers, usage-based pricing, freemium, intent-based ads, API marketplace, outcome-based pricing, and hybrid stacking.
The pattern: no successful AI company relies on one stream. They stack 2-3 together.
Full breakdown of each model in a LinkedIn carousel I just posted.
#AIMonetization #AIStartups #AdTech #BusinessModels

roon (@tszzl)

작성자는 'per seat'(사용자당 과금) 소프트웨어 판매 모델이 에이전트 시대에는 의미가 없다고 주장합니다. 일부 사용자는 다른 사용자보다 10배, 100배, 1000배 이상 토큰을 소비하게 되어 과금 불균형과 기술 발전에 따른 불평등이 심화될 것이라는 전망을 제기합니다.

https://x.com/tszzl/status/2030491121953206733

#pricing #businessmodels #tokens #aieconomics

roon (@tszzl) on X

the “per seat” software sales model makes no sense in the agentic era where some people will effectively spend 10, 100, 1000x more tokens than others, and the inequalities will intensify as the technology gets better

X (formerly Twitter)

The final episode of the "Building and Sustaining Open Source Impact" masterclass series is out!

In the previous episodes, #EOSAMasterclass viewers learned :

🔹how to recognise open source #opportunity,

🔹what are some of the key elements to include before launching their #business,

🔹how to identify the right #businessmodels for your projects,

👉Watch all the episodes now: https://www.youtube.com/playlist?list=PL5wPUz5V53R_N3upOy_eRJdAakVD3rMvA

The New Open Source Playbook – Products and Customers in an Agentic Engineering World

The article discusses how businesses can leverage open source innovation while maintaining profitability. It emphasizes the importance of platforms and multi-layered product strategies, including free and paid offerings. The text advises on the significance of intellectual property protection and adapting to emerging agentic engineering to thrive in evolving competitive landscapes.

https://osenetwork.com/2026/02/20/the-new-open-source-playbook-products-and-customers-in-an-agentic-engineering-world/

The Policy Risk Of Closing Off New Paths To Value Too Early

Artificial intelligence promises to change not just how Americans work, but how societies decide which kinds of work are worthwhile in the first place. When technological change outpaces social jud…

Techdirt
Dann lasst uns doch alle wieder #Alkoholiker werden, liebe #Brauer. Der #Brauerbund klagt über Absatzprobleme. Warum? Weil Bürger:innen #Fitness vor #Zellgift und #Sucht stellen und lieber kein #Bier mehr #saufen. Sie diffamieren Gesundheits- als #Alkoholpolitik. Zynismus pur. Bei aller Liebe, aber wenn Euch die Leute eine Absage erteilen, weil #Alkohol schlichtweg schädlich ist, dann jammert nicht rum! Stattdessen innoviert Euere #Businessmodels. #Alkoholfrei ist das Gebot der Stunde!
#Anthropic’s release of new #AItools targeting complex #professionalworkflows has sparked concerns about the impact on traditional #software #businessmodels. The long-term impact remains uncertain, with some analysts predicting a shift towards #AIdrivenworkflows while others emphasise the resilience of mission-critical #enterprisesoftware providers. https://www.cnbc.com/2026/02/06/ai-anthropic-tools-saas-software-stocks-selloff.html?eicker.news #tech #media #news

How abusive business practices creep in & how to stop it

https://peertube.gravitywell.xyz/w/rhD5yTxVhGsWBFSN69h4h9

How abusive business practices creep in & how to stop it

PeerTube

Anthropic spent over $8M on Super Bowl ads mocking ChatGPT's advertising model, promising Claude would stay ad-free. Sam Altman's lengthy response escalating from "dishonest" to "authoritarian" suggests the campaign hit its target. The underlying question remains unanswered: how do AI labs build sustainable business models when inference costs remain high?

#AI #BusinessModels #TechStrategy

https://www.implicator.ai/anthropic-spent-millions-on-ads-to-tell-you-it-hates-ads/

Anthropic Super Bowl Ads Attack ChatGPT Ad Model

Anthropic paid $8M+ for Super Bowl ads mocking ChatGPT's ad model. Sam Altman's 400-word rant shows exactly which nerve it hit.

Implicator.ai

Unlocking the value of #6G! 📈🚀

New 6G-IA white paper on "Emerging 5G & Beyond Ecosystem Business Models" is out on #Zenodo.

Proud of Valerio Frascolla for
contributing #MultiX insights on framework modeling, Industry 4.0 & technoeconomics! 💰🏭

🔗 https://zenodo.org/records/14756405

#SNSJU #Innovation #BusinessModels #FutureTech #6GIA