Ocient Raises $100 Million: The Answer to Enterprise AI—How Can It Be Auditable?

Ocient announced the completion of a $100 million Series C funding round, betting on AI analytics for massive volumes of enterprise data. It proposes having the data engine handle computations while retaining control over access and auditing. The real question is: Can the answers be traced back to queries, permissions, and data versions? And if something goes wrong, can the root cause be identified...

Salesforce Plans to Acquire Cresta: The Next Step for Voice AI Is to Resolve Customer Issues

A customer called to request a change to the order address, and the AI understood the request and provided a polite response. However, if the order system wasn’t updated and the warehouse still shipped the order to the old address, this phone call didn’t truly resolve the issue. This hypothetical scenario illustrates that the value of voice AI must be validated along the business process: simply recognizing a request is only...

Sentra Raises $150 Million in Funding: AI Agents Are Here—First, Let’s Make Sure We Know What They Can Read

A company connected an AI agent to a shared drive, originally intending only to have it answer product-related questions. However, the same set of access permissions might also grant access to quote drafts, old customer contracts, and employee records. Without cracking any passwords, the agent had already gained access to information it was not supposed to see. This hypothetical scenario illustrates how enterprise AI...

OpenAI and Mazda Explore AI-Powered Engineering Design: From CAD Drawing to Actual Manufacturing—What Steps Are Still Missing?

There is a long way to go between having AI generate a beautiful product image and having a factory manufacture a product from those drawings that can be assembled and used. On November 3, 2026, OpenAI announced progress in its physical engineering research and revealed a research partnership with Mazda to expand its exploration into aerodynamics...

Phonic Raises $27.5 Million: The Next Challenge for Voice AI Isn't to Sound More Human, but to Get Things Done

Just because the AI says “It’s been taken care of” during a phone call doesn’t mean the order has actually been changed. The system might still be processing it in the background, the request might have failed, or the customer might have just added, “No, change it to tomorrow instead.” No matter how natural the voice sounds, if the business outcome isn’t correct, the call hasn’t accomplished its task. October...

Is Enterprise AI Effective? Why Can’t We Just Look at the Rankings?

Take the same model: in a demo, it can read long articles and write polished reports, but once integrated with the company’s cloud storage and business systems, it might mistake old policies for new regulations or say “prepared to send” when it actually means “already sent.” Such discrepancies aren’t necessarily solved by switching to a model that ranks higher on the leaderboard. What enterprises are buying is...

Neuron Raises $10 Million in Seed Funding: AI Writes Control Code—How Far Are We From Actually Running Factories?

When AI begins to help people write software, people tend to ask, “Will it run?” When it starts helping people write machine control logic, the more important questions become, “What will it make move, and how will it stop if something goes wrong?” The opportunities for industrial AI are vast, but its value cannot be measured solely by the speed at which it generates code...

Tencent Enterprise Agent is shifting its focus toward business connectivity

Just because a company has a large language model capable of answering questions doesn’t mean its business operations have been automated. Sales data remains in the business system, customer communications take place in work groups, and approvals follow a separate workflow; if employees still have to copy and paste information in these processes, it will be difficult to translate AI capabilities into consistent results. Tencent in October 2026...

Zhi Yuan used Worken to find out exactly how much work the robot had done

Once the robots leave the exhibition hall, the number of units delivered is just the beginning. Buyers are more concerned with how long these devices can operate autonomously each day, whether the results they produce meet standards, and how many people are needed to step in and assist. Worken, introduced by Zhiyuan at Innovation Day on October 29, 2026, addresses these issues...