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Report argues frontline employees, not leadership, drive real AI transformation

A new commentary contends that while executives and dedicated AI teams are often credited with owning AI transformation, the most meaningful breakthroughs actually come from employees who work closest to daily operations. The piece challenges the common assumption that AI strategy success depends primarily on top-down leadership or specialized teams.

Enterprise AI startup Ema raises $77M Series B led by Creaegis

Ema, which builds coordinated AI agent systems it calls 'AI employees' to automate HR, IT, and finance workflows, has closed a $77 million Series B funding round. The round, led by Creaegis with participation from existing backers Accel, Section 32, and Prosus, was all-primary equity and pushes Ema's total funding to $140 million while more than quadrupling its valuation from 2024.

Guide outlines 20 metrics companies use to measure AI initiative ROI

A new report compiles 20 different ways business leaders are measuring returns on AI investments, moving past simple adoption and experimentation metrics. It emphasizes that organizations need clearly defined outcomes and measurement plans before deploying AI to avoid wasted effort without real results.

Enterprise AI agents still fail most real-world commerce tasks in benchmark test

A test of AI agents on 107 real-world commerce tasks found the top-performing system completed only 61.7% of them successfully. The finding underscores that as businesses adopt AI agents for workflow automation, no single system reliably handles every task, making routing decisions critical.

DapuStor unveils J5060 SSD splitting QLC flash into a fixed high-speed pSLC zone

DapuStor introduced a dual-mode firmware for its enterprise J5060 SSD that lets operators carve out a portion of QLC flash to run as pSLC, boosting speed at the cost of capacity. Depending on configuration, users sacrifice 6% to 20% of QLC storage in exchange for random-write performance that's over seven times faster, with the fixed region exposed as its own block device rather than a dynamic cache. The drive, shown at FMS 2026, spans 15.36TB to 122.88TB capacities but still has no announced price, customer, or release date.

Enterprises Push AI Systems Toward Continuous Learning, Not Just Memory

A commentary argues that most enterprise AI deployments today only store and retrieve information rather than genuinely learn from experience over time. It draws a comparison to an employee who interacts with customers and attends meetings for a year but retains none of the skills or judgment gained, remaining as capable as on their first day. The piece calls for AI systems that actually improve and adapt with use, rather than simply accumulating data.

Only 7% of companies see measurable ROI from AI adoption, report finds

A new report finds that just 7% of companies are extracting measurable business value from their AI investments, despite widespread adoption efforts across industries. The research identifies specific practices that separate these high-performing organizations from the majority still struggling to translate AI spending into results.

Enterprise SaaS platforms turn to data archival to manage growing transactional loads

As enterprise SaaS platforms scale, the volume of transactional data, historical case records, attachments, and audit trails is outstripping what traditional relational database models can efficiently handle. This buildup is straining system performance and driving up operational costs for providers and customers alike, pushing archival strategies from a technical afterthought to a core architectural priority.

Seagate survey: 62% of firms unprepared for AI-driven storage growth

Seagate Technology's 2026 Data Infrastructure Readiness Report, based on a survey of 2,712 enterprise IT decision-makers across seven countries, found that 99% expect AI to increase storage needs over the next three years, with nearly a third anticipating growth exceeding 50%. Yet only 38% of organizations feel their infrastructure can actually keep pace with that demand.

Wire survey finds most security teams can't track who has access to shared M365 files

A Wire survey found that 61% of security leaders say access to shared files in Microsoft 365 often stays active far longer than intended, while more than a third struggle to even identify who currently has access to sensitive shared content. The report points to routine sharing habits—like adding freelancers to SharePoint folders or inviting new members into Teams channels—as common ways access quietly persists beyond its original purpose.

Microsoft: Windows 11 24H2 Home and Pro lose update support October 13, 2026

Microsoft confirmed that Windows 11 version 24H2 Home and Pro editions, along with Windows 10 Enterprise LTSB 2016, will stop receiving security and non-security updates on October 13, 2026. Enterprise and Education editions of 24H2 will continue receiving updates until October 2027. Microsoft is urging affected users to move to Windows 11 25H2, which will install automatically on unmanaged devices.

Berlin's Langdock scraps US parent company, restructures as European SE

Langdock, a Berlin-based enterprise AI platform serving roughly 13,000 organisations, has dismantled its US holding company and reorganised into a Societas Europaea registered in Germany. The switch, which began in early 2026 and cost several million euros, reverses the common practice among European startups of setting up US parent entities to attract investors.