enterprise AI

Google Cloud announced the Gemini agent at Gemini at Work 2026 on October 8. It is an enterprise agent that routes each job to either Gemini or Claude models. It is in private preview, with wider availability for select Workspace Business and Enterprise plans coming soon.

AWS has published the Quick Resource Migrator, a sample MCP server on Amazon Bedrock AgentCore that promotes Amazon Quick resources between AWS accounts in a single tool call. It is idempotent, never deletes from the target, and writes versioned S3 backups before every update.

AWS published a walkthrough for connecting Claude Desktop on Amazon Bedrock to a managed, MCP-compatible Web Search capability through Amazon Bedrock AgentCore Gateway. According to AWS, the search is backed by an Amazon web index spanning tens of billions of documents, and query traffic stays within AWS infrastructure. Web Search is available in three AWS Regions; pricing is not disclosed in the post.

US companies are spending less on AI even as usage hit a record high at the end of September, according to the latest Ramp AI Index. Ramp economist Ara Kharazian attributes the drop almost entirely to price competition between OpenAI and Anthropic. In the last week of September, Anthropic took 51% of token spending and OpenAI 44.5%.

Anthropic is now offering Claude for Government to US federal and state agencies. The platform has been in open beta since July and runs in a FedRAMP High environment. The launch comes as the company's legal fight with the Pentagon continues.

OpenAI's GPT-6.1 Sol is now generally available on Amazon Bedrock, targeting agentic coding, computer use, and document-heavy business workflows. OpenAI claims the model matches GPT-6 Astra on the DeepSWE v1.1 coding benchmark at roughly one-fifth the cost per task.

OpenAI announced Space, a shared ChatGPT workspace, alongside Pages (a document editor) and collaborative slides at its Dev Day conference. The features let coworkers and AI agent personas called Dots collaborate on documents, spreadsheets, and presentations directly inside ChatGPT.

At DevDay, OpenAI announced a broad expansion of ChatGPT beyond chat: an open plugin platform, shared team workspaces called Space, native Slack and Microsoft Teams integration, workflow automation via MCP Events, and a new enterprise marketplace with 32 launch partners including Adobe, Figma, and Salesforce.

Meta launched Muse for Small Business, connecting its consumer AI agent to workplace tools including Slack, Zoom, Asana, Intuit, Box and Canva. The move follows Muse's top-of-App-Store debut on September 8 and comes a day after Meta announced a new enterprise platform led by former MongoDB CEO CJ Desai.

Meta is launching the Meta Enterprise Platform, a business unit that will sell AI tools including the Muse agent, Muse API, and Muse Code to companies. Former MongoDB CEO Chirantan Desai will lead the unit and report directly to Mark Zuckerberg.

Microsoft launched an updated Copilot app that merges coding, productivity tasks, and custom agent creation into three tabs — Cowork, Code, and Autopilot. The company is shifting to usage-based pricing as it tries to close the gap with Anthropic's Claude in enterprise AI adoption.

OpenAI has launched GPT-6 Sol and GPT-6 Luna on Amazon Bedrock, positioned below flagship GPT-6 Astra for recurring coding tasks and high-volume document processing respectively. Both models cost less per API call than their GPT-5.6 predecessors, though exact pricing figures were not disclosed.

Wood Mackenzie built APEX (Agentic Platform for Energy eXperience) on Amazon Bedrock AgentCore to give three separate applications a shared runtime for identity, guardrails, memory, and scaling instead of each rebuilding the same infrastructure. The company says 88% of its internal AI proofs-of-concept never reach wide deployment, a gap it attributes to architecture rather than model quality.

OpenAI launched ChatGPT for Financial Services, a tailored enterprise product built with design partners Morgan Stanley and Evercore that automates research, financial analysis, and pitchbook creation. The tool, powered by GPT-6 Astra, targets tasks traditionally performed by Wall Street's junior analysts and associates.

Nvidia and Palantir are integrating Nvidia's open Nemotron models and cuOpt optimization engine into Palantir's Foundry platform to manage complex supply chains. The first deployment is Nvidia's own operation, where a single Vera Rubin server rack contains 1.3 million components.

OpenAI's GPT-6 Astra is now generally available on Amazon Bedrock, offering a context window of up to 1 million input tokens and deep reasoning for enterprise workflows. It is the first OpenAI model to reach OpenAI's Critical classification for cybersecurity capability under its Preparedness Framework.

Meta's new Muse Spark model comes with a two-tier pricing scheme: a standard rate, and a discounted 'contributor' rate — up to 95% cheaper — for customers who let Meta use their prompts and outputs for training future models. The move follows a failed attempt earlier this year to track employee computer usage for the same purpose.

AWS has published a reference architecture showing how to build multi-tenant agentic document chat applications using Amazon Bedrock Managed Knowledge Base. The design handles per-user document isolation, asynchronous ingestion up to 50 MB, and agentic multi-hop retrieval with citations, offloading infrastructure work from development teams.

OpenAI has quietly begun offering some large customers a pay-per-outcome model, charging only when its AI successfully completes tasks such as customer support requests, according to The Information. The shift joins a broader industry move away from flat subscriptions toward usage- and results-based billing, led by startups like Sierra, Fin, and Cognition.

Salesforce and Anthropic unveiled Claudeforce, a plugin with 37 pre-built sales skills that lets Claude access Salesforce data and take actions like composing emails and updating records. The move comes as Salesforce shares have fallen 22% in 2026 amid investor concerns that AI could replace SaaS platforms.

OpenAI has released the Admin plugin for ChatGPT Work and Codex, letting workspace administrators manage users, permissions, and usage limits through conversational commands. The plugin is available now in the ChatGPT Work Plugins directory.

Google Cloud has launched Gemini Enterprise for Legal, a preview product that connects its Gemini models to legal software like iManage, DocuSign, Everlaw, RelativityOne, and Harvey via MCP connectors. The tool automates contract review, legal research, and regulatory tracking while respecting existing permission structures.

Anthropic has moved its Claude Security vulnerability scanner onto Claude Mythos 5, its most capable model, in a public beta for Enterprise customers. The company is also integrating Mythos 5 into partner security products for hospitals, utilities, and banks, without exposing the model directly to end users.

Anthropic is revising its 30-day data retention policy after enterprise pushback, allowing regulated-industry customers to store the required data on their own cloud infrastructure instead of Anthropic's servers. The changes, built with more than 100 customers, are set to roll out this fall.

Mistral has released Agentic Search, a retrieval layer that lets AI models navigate, read, and verify information across complex documents instead of relying on single-pass chunk retrieval. The company claims accuracy improvements from 26.7% to 86% on FinanceBench and up to 39.6% lower p90 latency.

OpenAI has reaffirmed its Zero Data Retention (ZDR) policy for eligible API customers using frontier models and previewed a new capability called Private Safety Processing. The company says the new approach aims to preserve safety monitoring capabilities without requiring data storage.

Google Workspace ships with Gemini's access to Gmail, Docs, Calendar, Chat, Drive, and Meet turned on by default, using real-time retrieval-augmented generation rather than stored training data. Admins can disable these 'Workspace Intelligence Sources' organization-wide through the admin.google.com console, though per-user controls remain limited.

Writer released Palmyra X6, a post-trained variant of Z.ai's open-source GLM-5.2 model, alongside an upgraded agentic harness. The company claims the combination can cut customer token costs by as much as 50% for basic tasks.

Microsoft has begun rolling out a unified Copilot experience for a subset of users, merging consumer and enterprise apps as a first step toward a planned super app with chat, coding, and agentic features. Several consumer Copilot features, including Podcasts, Group Chat, and Deep Research, will be removed starting Aug. 18.

Amazon has released Microsoft 365 extensions for its Quick AI assistant, embedding agentic capabilities directly into Word, Excel, PowerPoint, and Outlook. The extensions run entirely in the cloud, require no client-side installation, and connect to existing Quick data sources like Salesforce, Jira, Slack, and SharePoint.

New Ramp spending data shows Anthropic's flagship Fable 5 model, priced at $10/$50 per million tokens, is seeing weak corporate adoption compared to OpenAI's GPT-5.6 Sol. Analysts suggest frontier AI pricing may have hit a ceiling.

Mistral has made regional inference generally available, letting customers route requests through EU or US servers for a 10 percent surcharge, while also launching a paid Priority Tier that charges 1.75x standard pricing for faster processing during peak traffic. Both offerings carry significant limitations on what data and features they actually cover.

OpenAI has launched ChatGPT Business Premium seats, a new tier priced at $125/month ($100 if billed annually) that offers five times the usage of Standard Business seats and removes the five-hour-per-day limit on advanced features. The move comes as Chinese open-weight models increasingly rival closed-source frontier AI on capability.

Amazon Bedrock AgentCore now supports temporal policies that evaluate sequences of agent actions, not just single calls, powered by a new open-source policy language called Dogwood. AWS also added rate limiting at the gateway layer to cap token, request, and connection consumption per user.

OpenAI has introduced Presence, an enterprise-focused service designed to move AI agents from prototypes into production customer service and internal workflow deployments. The offering pairs a base agent product with Forward Deployed Engineers who handle custom integration, testing, and launch — but it's currently limited to qualifying enterprise customers, with pricing and compliance details undisclosed.

Oracle is embedding Google's Gemini 3.1 Flash-Lite and Gemini 3.5 Flash models into its Fusion Applications and NetSuite software, expanding a partnership with its cloud rival. Oracle shares rose as much as 8.4% to $127.64 on the news.

OpenAI is cutting the price of GPT-5.6 Luna by 80% and GPT-5.6 Terra by 20%, just three weeks after launching the models. The move comes as enterprises grow more cost-conscious and rivals including Anthropic, Google, and Moonshot AI push cheaper alternatives.

Perplexity has launched Personal Computer for Windows, extending its agentic AI tool beyond Mac to work directly across local files, Microsoft Office 365, and the web. The tool is rolling out now to Max and Enterprise Max subscribers on plans starting at $200 per month.

Anthropic's Claude Opus 5 is now available on Amazon Bedrock and Claude Platform on AWS, marking the first release in the company's fifth-generation Opus line. Anthropic claims the model matches its top-tier Claude Fable 5 intelligence at Opus-tier pricing, though specific pricing and benchmark figures remain undisclosed.

xAI has made Grok 4.3 generally available on Amazon Bedrock, marking xAI's debut as a Bedrock model provider. The multimodal model offers a 1 million token context window, configurable reasoning effort (none/low/medium/high), and runs on Bedrock's Mantle inference engine using OpenAI-compatible APIs.

Thinking Machines Lab released Inkling, a 975-billion-parameter mixture-of-experts model that uses 41 billion active parameters per task. The open-weight model was trained on 45 trillion tokens across text, image, audio, and video, marking the first public release from Mira Murati's AI startup.

China's Cyberspace Administration approved Apple Intelligence for launch in the country, backed by integration of Alibaba's Qwen AI model across Apple's operating systems. The deal ends a two-year delay that began when Apple Intelligence debuted in 2024.

OpenAI's GPT-5.6 model family is now generally available on Amazon Bedrock, introducing a three-tier system: Sol (flagship reasoning), Terra (balanced production), and Luna (fast inference). According to OpenAI, Sol scores 80 points on the Artificial Analysis Coding Agent Index and 73.5% on ExploitBench, establishing new benchmarks while using less than half the output tokens of competing models.

Elon Musk's SpaceXAI has released Grok 4.5, priced at $2 per million input tokens and $6 per million output tokens. The model, trained alongside recently-acquired Cursor, is positioned as a coding and enterprise tool that claims to outperform Claude Opus 4.8 on several benchmarks while undercutting it on price by 60-76%.

AWS has released infrastructure for deploying multi-turn reinforcement learning to train Amazon Nova models on SageMaker HyperPod. The system requires a minimum of 10 ml.p5.48xlarge instances and costs approximately $786-$1,180 per hour when running.

Amazon has added metadata filtering to its AgentCore Memory service for AI agents. In AWS evaluations across 151 questions, the feature improved overall question-answering accuracy from 40% to 64%, with context-dependent questions jumping from 16% to 69% accuracy. The update allows agents to filter memory retrieval by attributes like priority, department, or time range before semantic search runs.

Google is rolling out Ask Gemini and AI Overviews to Google Drive's Android and iOS apps. The features enable multi-turn conversations across Drive, Gmail, Chat, Calendar, and web search, available to AI Pro, Ultra, Business Standard/Plus, and Enterprise Standard/Plus subscribers in English plus 28 additional languages.

OpenAI CEO Sam Altman told employees the company will release GPT-5.6 in limited preview form only, with the Trump administration approving customer access on a case-by-case basis. The move follows stricter export controls imposed on Anthropic earlier this month.

Amazon Web Services launched Web Search on Amazon Bedrock AgentCore, a fully managed web search capability that gives AI agents access to tens of billions of documents without requiring external search APIs. The service, now generally available, runs entirely within AWS infrastructure and refreshes its index within minutes of new content appearing online.

Mistral released 20+ MCP-powered connectors for Le Chat, integrating tools like Databricks, Snowflake, GitHub, Stripe, and Asana. The update includes a memory feature that saves user preferences across conversations, with one-click import from ChatGPT. All features are available on the free plan.