ai agent pricing per token

Microsoft’s new model helps AI agents judge their next move Microsoft-Decision-1 is a small decision-scoring model. Given a situation, a question and a fixed set of answer options, it returns a calibrated probability for each option. “This model is designed for routing, classification, prioritization, verification, and workflow control, making it easier to incorporate decision intelligence into existing applications, agents, and workflows in a secure, trus

Illustration by Tag Hartman-Simkins / Futurism. Source: Getty Images These days, the AI stack beckons: emails, shopping, personal finance — there’s hardly a task some company isn’t clamoring to automate on your behalf. As tempting as it might sound to let AI agents handle your affairs, though, you might want to hold off. A fresh report by the Competition and Markets Authority (CMA) of the UK issued a stark warning that outsourcing responsibilities to an AI

zhidxcom compiled | Jiang Yu edited | Mo Ying ZhiDongXi reported on November 12, that recently, the well-known venture capital firm a16z on its official website published an article titled "Welcome to the B2A Economy" (Welcome to the B2A Economy), putting forward a new judgment: AI Agents are becoming the main users of the internet, and companies in the future not only need to compete for human consumers, but also need to compete for the traffic and orders

Getty / Futurism Mindlessly unleashing AI agents to take over employees’ jobs can be pretty costly, it turns out. Some companies are learning the hard way that paying for the incredible volume of AI agent requests is costing more than what they’d pay their human employees, Axios reports. AIs can perform all sorts of tasks, ranging from the rote to the complex. But one of the most popular ways it’s being used in the workplace is to generate mountains of cod

@ZEUS_LAB(ZEUS LAB)Why cumulative input costs grow quadratically in an AI agent that resends the conversation history on every turn, and an implementation of a gate that stops the corresponding leakage patterns at commit timeGitGitHubActionsPythonSecurityAITAG28@@TAG30@@0TAG34TAG37@@Last updated at 2026-11-11Posted at 2026-11-11TAG42TAG44The bill for work delegated to AI becomes orders of magnitude larger only on the days it runs for a long time. Published

Published on June 17, 2026 at 18:09 Comment 0 𝕏 Print The blue whale could pay a visit to Microsoft's new tool © Microsoft - DeepSeek In response to Anthropic and OpenClaw, Microsoft launched its assistant to automate office tasks a few months ago, with usage-based pricing. To reduce its inference bill, the company is considering integrating a version of DeepSeek hosted on Azure, with the data remaining in Microsoft's cloud rather than passing through Chin

@uni928Proposal to Analyze the Visibility of Our Services on ChatGPT【Businesses in ChatGPT】Temporarily publicBusinesses_in_ChatGPTSEO-relatedChatGPTAI 0Last updated at 2026-11-12Posted at 2026-11-12Proposal date: 2026-11-12 Target: PR, customer acquisition, and service operations staff responsible for our services Proposal: Confirm whether Businesses in ChatGPT (Business Hub) is available and, if so, conduct a pilot deployment 1. Proposal Overview On Novem

@sakutto-panda(Sakutto Panda)I looked into what you can do with Meta's “Muse” app—Spaces is funmetaMuseAIAgentAInocode0Posted at 2026-11-12TAG42@@ 3-line summary Meta's AI agent “Muse” is, as an app, a companion you can ask as naturally as sending someone a message; it works in the background and comes back only when needed. It has been available in Japan since October 23 on iOS, Android, and muse.ai The most interesting thing is Spaces, which launched on

Published on August 27, 2026 at 3:00 p.m. Comment 2 𝕏 Print © Plaud After the Plaud Note and the connected NotePin badge, the American brand unveils the Plaud One, a pair of earbuds capable of listening to your conversations, understanding their meaning, and acting directly in your work tools. The earbuds promise to draft your reports and follow-up emails based on your exchanges, without you having to lift a finger. Last year, Plaud, a San Francisco-based

If true, that would represent an almost 50% jump from the $6.7 billion in sales the company reportedly recorded in the second quarter. That would also mark a sizable increase in its revenue growth rate, which was previously said to be about 18% between the first and second quarters of the year. OpenAI’s profitability picture also appears to have improved, with its adjusted operating margin narrowing from -150% in the second quarter to -109% in the third qu

@tauchiiiAgent Change Reviews, Brought Together in One Place with osFoundry's Merge StationosFoundryAIAI agentsCode reviewProductivity improvement0Posted at 2026-11-11Once you start giving AI agents serious work to do, changes begin arriving from all directions. One agent rewrites the copy on a notebook's pricing page, another cleans up duplicate rows in a data channel, team members revise the onboarding checklist, and work still remains in your local sand

@CodeOne(Code One Co., Ltd.)AI Pair Development from a Power-Harassment Perspective ~So You Don't Get Manipulated~AIAI UtilizationAI-Driven DevelopmentAI Agentscursor0Last updated at 2026-11-11Posted at 2026-11-11 Not Human At present, it can only communicate through words, so for convenience's sake, it pretends to be human. But it is not human. Naturally, it has no human rights, either. Nor do you need to show it any consideration. Even so, that does not

Copy link Facebook X Whatsapp Reddit Pinterest Flipboard Email Share this article 2 Join the conversation Add us as a preferred source on Google Newsletter Subscribe to our newsletter Mini-PC maker Minisforum just launched the latest upgrades to its flagship products at IFA 2026 in Berlin, Germany. The first is the AI Agent NAS N5 Max-P495, an upgrade to the brand’s flagship NAS with pre-installed OpenClaw that was launched earlier this year, and it’s foll

Published on November 2, 2026 at 3:00 p.m. Comment 1 𝕏 Print © Apple Two months after succeeding Tim Cook, John Ternus is defending Apple’s pace in AI and says he is fully satisfied with it. A display of consistency that French iPhones, left without the new Siri, cannot verify. In an interview published this weekend, John Ternus summed up his doctrine in one phrase: Apple does not want “to deliver AI for the sake of AI”. The successor to Tim Cook, who has

At the Context level, the system looks like this. The customer writes, and an operator sometimes steps in.Outside: a model provider, an order store, a delivery service, a payment system, and a knowledge base with articles.Context level: a support system among people and external systemsC4, level 1. The external systems are not ours; we only call them. This works in the demo. Problems begin when there is more than one client. The history is kept in process

I’ll read the article. (Photo=OpenAI) OpenAI unveiled a new service that allows companies to manage their own information and communicate directly with potential customers through ChatGPT. The service provides company-specific profiles and user analytics, as well as dedicated AI agents that answer customer inquiries, as part of OpenAI’s strategy to expand ChatGPT from a simple information-search tool into a platform connecting businesses and consumers. Ope

Highest Honor: The Highest Tier and an Extremely Low Win Rate Define the Award’s PrestigeThe CES is organized by the Consumer Technology Association (CTA) of the United States and is one of the world’s largest and most influential consumer technology trade shows. Its official Innovation Awards are independently judged across three dimensions: engineering and functionality, design and user experience, and innovation and uniqueness. They have two tiers: Hono

Published on 24 October 2026 at 12:06 PM Tech Artificial intelligence “I’ve never heard anything artificial sound so… human”: this AI talks like us “Samantha?” 3 min Adam Langumier {"@context":"https:\/\/schema.org","@type":"Person","@id":"https:\/\/www.numerama.com\/#\/schema\/person\/578494b9918ce3188a7f898553473eba","name":"Adam Langumier","url":"https:\/\/www.numerama.com\/author\/adamlangumier\/","description":"Adam covers consumer topics that ultimat

The startup, which raised $5.5 million in July, is positioning the ring as a controller of sorts for both AI and non-AI apps. The company previously made Mirage, a three-key controller that let you invoke buttons based on the app on your Mac’s screen. For instance, if you were on a Google Meet call, you could map keys to camera on/off, mic mute/unmute, or to leave the meeting. Aina has baked in lessons from that device to create the new ring, which it’s si

Three-year-old Clutch was last valued at $85 million when it raised a $20 million Series A round in January 2025, led by Lightspeed and SignalFire, according to our source. The startup is currently approaching $10 million in annual recurring revenue (ARR). That means the acquisition, if completed, would value Clutch at about 50 times its ARR, a standard way of pricing software companies. Palo Alto Networks and Clutch Security did not respond to a request f