At 8:15 on a weekday morning, a personal AI agent should be useful even if its owner is holding a coffee, searching for the right train and wondering whether the 9 a.m. meeting has moved. Yet much of today’s agent race is being fought inside chat windows, dashboards and messaging threads—places that still ask people …
You manage 50 products, and your converter already juggles more than 50 dielines, substrates, and print files in a single press window. A packaging minimum order quantity (MOQ) isn’t a one-size-fits-all figure—it’s the smallest run that covers one exact combination of size, material, and artwork. Quick answer brands look for MOQ = the lowest run …
Software teams, it’s fair to say, have mostly stopped debating whether to use AI. Google Cloud’s 2025 DORA report, for instance, found that 90% now use AI at work and more than 80% believe it has made them more productive. The same research turned up something less comfortable. AI adoption tracked with higher delivery throughput, …
Inside many organizations enthusiastically embracing generative AI, there’s a new productivity problem emerging: Tokenmaxxing. It is the practice of using AI as much as possible, not because a task calls for it, but because usage itself has become the metric that gets tracked, rewarded and reported up the chain. Employees start prompting for the sake …
Key takeaways Every honest tracker now works the same way: it records a public account over time and dates each new follow from the day it first saw it. IGDetective ranks first for stating that plainly, for checking an account free before you pay, and for adding a chat assistant that answers questions about the …
Most of the conversations about AI and security are about smarter attacks and smarter defences. Less attention goes to the layer underneath: the identity system that decides who can see customer data and what they can do with it. As companies put AI assistants in front of customers and let agents act on users’ behalf, …
For a one-person business, a strong year can bring an unexpected burden: more invoices, more transactions and more financial decisions, all landing on the same desk as the work that generates revenue. Collective is betting that solving those problems will become a substantial business of its own. The startup today announced $100 million in new …
BlueStacks today announced BlueStacks Desktop, a full Android desktop that brings true multi-application support to Windows and Mac. For years, Android apps on a computer have meant one app at a time, in a single window. BlueStacks Desktop changes that. Built on Android 16, it lets users open, resize and run multiple Android apps simultaneously, …
Picture a training company with a two-day course in Leeds next March. Six weeks out, it has four bookings and needs eight to run. The same course in Manchester the week before is full and has a waiting list. Then someone spots a bigger problem. The trainer has also been promised to a corporate client …
Artificial intelligence is only as good as the data it consumes. While many organizations rush to implement AI tools, a growing divide separates those who succeed from those who struggle. The difference comes down to one critical factor: structured data. The Foundation That Makes AI Actually Work Structured data refers to information organized in a …
A small exhibition stand can become crowded before anyone has built it. A reception counter, a demonstration table, a product display, and a large headline may all compete for the same few metres. For a hypothetical software company’s first industry event, I would begin with a static visual concept that makes those competing ideas visible. …
This illustrated review uses three existing Quady3D examples to show what to inspect before a generated asset enters a scene: a character, a hard surface prop and a small environment model. The checks cover shape, surface appearance and the preparation that remains for a destination tool. The first view is persuasive. The armor is there, …
Nadezhda Shiroglazova, an AI/ML engineer who has built AI solutions for international consulting firms, talks about how AI agents are changing marketing and sales: they help businesses find customers and help shoppers pick products and buy them. In mid-October, Meta’s AI agent Muse reached 2.5 million daily active users. People use it for everyday tasks …
AI adoption has outpaced the frameworks meant to govern it, and the fallout now lands on compliance and risk teams as much as on IT. Governance, Risk and Compliance (GRC) reviews are stalling AI tools in procurement, CFOs are questioning token spend that isn’t producing measurable gains, and most organizations can’t say with confidence what …
A carpenter once told me this after I’d messed up a very basic renovation task in my kitchen: Measure twice, cut once — because wood doesn’t grow back. Once you make the cut, the piece is either right or wrong. You can’t undo it. You can only start again with a new piece of wood. …
Software developed for highly regulated industries and mission-critical applications cannot be released just because it appears to work. Organisations have long been required to demonstrate that changes comply with policy (internal or external), that sensitive systems remain protected, that quality thresholds have been met, and that every release has a fully accessible history of the …
SAN JOSE, Calif. — October 29, 2026 — Folksoft, whose automated GRC platform and dedicated virtual CISO (vCISO) help more than 50 startups and scaleups achieve and maintain compliance across 20-plus frameworks, and NuGuard AI, maker of the open-source-based AI Trust Platform for behavioral validation, today announced a strategic partnership that makes AI behavior a …
Ten AI app builder and vibe coding platform picks, reviewed on what each one hands back after the prompt Plenty of shortlists of the best AI app builders for 2026 read like they were written from the vendors’ homepages. This one comes from using every tool on it. I built with each of the ten, …
Short-form video still moves faster than most production stacks. A trend can peak on TikTok or Instagram Reels over a weekend, while a traditional shoot—location, talent, edit, sound mix—needs days. Generative video helped, but text-only prompts often miss the thing that makes a clip shareable: exact timing, camera path, and gesture rhythm copied from a …
Legal AI had another nine-figure month, with this past week Stockholm-based Legora announcing a $550 million Series E at an $8.8 billion post-money valuation, about seven months after a Series D that valued it at $5.6 billion. This past month, industry heavyweight Harvey had announced its own $550 million round. As an industry, legaltech companies …
Many large companies have moved past the experimentation stage with artificial intelligence (AI), and their leadership teams want to adopt it at scale while keeping the advantages that made them competitive. That goal has placed AI sovereignty at the center of enterprise technology discussions, and DotKonnekt, an enterprise AI company with operations across the US, …
When the National Multifamily Housing Council opens OPTECH 2026 at the MGM Grand in Las Vegas on November 16th, the exhibit hall will once again be lined with companies promising to be the platform that finally ties everything together. Operators have heard that pitch for years. What feels different heading into this year’s show is …
AI agents are changing who gets access to the business infrastructure behind creator success. The creator economy is divided, in general, between which creators have talent managers and which ones do not. These managers are typically triage specialists that sit between the creator and the business that comes from their audience. Some creators have full …
For the past few years, industrial AI has largely lived in pilot programs. Manufacturers ran proof-of-concept projects, tested vision systems on a single line, or experimented with predictive maintenance on a handful of machines. The results were often promising, but the impact stayed contained. That phase is ending. Manufacturing organizations are now asking a different …
If you are holding a quote, a WhatsApp thread and a request for a deposit, the question you actually need answered is narrow: can this clinic show you, in writing and in advance, who will examine you, who will perform each part of the surgery, why the proposed plan suits your hair loss, what the …
We are all experiencing the rapid proliferation of Artificial Intelligence in the workplace at an accelerated pace and how it’s elevated to the top of executive boardroom agendas, globally. Customer service-based organizations are deploying AI assistants and virtual agents to handle routine inquiries, resolve common issues and provide 24/7 support. Software development and IT operations-based …
AI assistants are becoming a new way for people to find coaches, consultants and advisors. But the step after discovery, when a prospect tries to understand, trust and start working with an expert, is still split across disconnected pages and tools. As AI changes how clients arrive, that handoff deserves far more attention than it …
In the race to adopt generative AI, enterprise leaders are discovering a costly reality: what works for a consumer chatting with a bot on their smartphone is often a liability in the call center. While today’s major speech-to-speech (S2S) models offer impressive fluidity, they operate as opaque black boxes. For heavily regulated industries like healthcare …
For regulated firms, AI is no longer a theoretical boardroom topic. It is already influencing how employees work, how vendors deliver services, and how leadership teams make faster, more informed decisions. The opportunities are significant, but so is the risk when AI is adopted without clear ownership, controls, and an operating model that the business …
Many small business owners find out how their business actually performed weeks after the fact. Payments sit in one system and invoices in another, cash flow is tracked in a spreadsheet, and the accounts are reconciled at the end of the month. By the time the numbers are ready, most of the decisions that needed …
Most conversations about AI in education start with the chatbot and whether students will use it to write essays. That is a fair question, but it tends to skip a quieter one that matters just as much to the people who run universities, certification programs and corporate academies. When an AI system makes a judgment …
There is something irresistible about attaching a number to intelligence. A score feels clean. It looks definitive. It creates an instant hierarchy that is much easier to understand than the messy reality of watching people work. Then somebody comes along and makes the number difficult to interpret. That is what happened in a recent Reddit …
Debt collection has always been a numbers business. Agencies and creditors measure success in right-party contacts, promises to pay, and dollars recovered. As AI voice agents and automated text workflows take on a larger share of outbound activity, a second set of numbers now carries equal weight: how many of those contacts were permitted in …
Free photo recovery tools have been around for a long time. Some of them have been recovering photos since the days of 2GB memory cards, and a few newer ones have earned a place next to them. Picking the right one depends less on which is “best” and more on what you lost, where it …
For a really long time, the approach to legal marketing involved targeting specific keywords, focusing on ranking in search engine results and using those methods to win new clients. If you pay attention, you will notice a major shift in how search behavior operates.This is especially true with the emergence of generative AI. Today, platforms …
Stratus-io from Cloud-in-Hand ranks first for frontline attendance tracking. Workers check in with an existing badge or a QR code on a shared kiosk or phone, even offline. Scheduled attendance reports support payroll review, and the live headcount doubles as an emergency roll call. A frontline shift can’t run short for long, so absences show …
A story with more than one path An interactive drama has to hold together in more than one direction. A viewer’s choice may lead to a different scene or ending. A timed reaction may change what happens next. Every route needs to make sense on its own while remaining part of the same story. For …
Organisations are investing in AI assistants, search systems and document-analysis tools, yet much of their useful information remains trapped inside PDFs. Annual reports, research papers, policy documents and scanned records may be readable on screen, but their contents are often difficult to revise, classify or reuse. A practical PDF to Word converter can help bridge …
The American workplace has changed faster in the past five years than it did in the previous twenty. Hybrid schedules are standard, generative AI is rewriting job descriptions almost every month, and for the first time, five generations share the same virtual office. Business moves at a new speed, and the people inside every company …
Every marketing agency reaches a point when reporting takes longer than analyzing the results. Your team exports campaign data from Google Ads, Meta Ads, GA4, and HubSpot, combines everything in spreadsheets, and repeats the process for every client. By the time the reports are ready, there’s little time left to explain what the numbers mean. …
The best AI lyric video maker in 2026 is Neural Frames. It analyses the song, times each line to the vocal and can render the words into the generated scenes themselves, with an optional lip-synced performer and 4K export. Rotor Videos is the fastest template option, Freebeat the cheapest karaoke-style clip and Solmi a budget …
The best AI music video generator in 2026 for most musicians is Neural Frames. It analyses a song across eight stems, keeps up to five characters consistent across a video and across releases, and exports in 4K, from $26 a month billed annually. Freebeat is the cheapest way to a quick performer-led clip, and One …
In Booneville, MS, the loss of a family member can bring more than grief. A sudden death caused by a car crash, unsafe property, or another person’s careless actions may also leave a family facing funeral costs, lost income, and difficult questions about responsibility. While no legal action can undo the loss, families deserve clear …
Your body does not always follow the same timeline as a car accident report. Pain can stay quiet after a crash and become noticeable only after a day or two. A person may wake up with a sore neck, develop a lasting headache, or notice back pain during an ordinary task. That delay can create …
Circuit Mind is expanding the role of AI in hardware engineering with the launch of AVE (Agentic Verification Engine), a new application designed to identify errors in electronic circuit designs before they lead to costly manufacturing delays. The London-based company is also preparing to expand its presence in the United States following $25 million in …
A leveraged buyout model built by an AI system can look finished. The statements tie together, the debt schedule rolls forward and the returns land in a range any sponsor would be happy to present. By most automated measures, the work passes. To someone who has spent years building those models by hand, it can …
Professional services firms, law firms, consultancies, agencies, built their business model on a simple geometry: a wide base of junior staff supporting a narrow group of partners and senior advisors. That base always did two jobs at once. It supplied the billable hours that made the leverage model profitable, and it quietly supplied the raw …
Hospital-at-home programs are designed to move acute care into the home, and the clinical model is increasingly well understood. But the hard part is the logistics: getting the right team to the right door, inside the window where acute care still works. An acute patient who waits is a patient who gets sicker, and emergency …
Tech users face a growing conundrum: the laptops and other devices we use can no longer run frontier workloads such as large language models (LLMs). So, for years that has left us with a binary choice. We either carry a heavy machine locally that can still handle only entry-level AI work, or send the work …
The first question I ask when a generated image looks impressive is whether it belongs in the story I wrote. A character can be perfectly lit and still appear to know something the audience should discover later. A room can be visually striking and show a door that should be locked. Choosing the right frame …
Most Arizona contractors don’t realize how exposed they are until a claim hits and their coverage falls short. Insurance for Arizona contractors carries extra weight here because the state’s construction boom means more projects, more risk, and stricter general contractor requirements across the board. Sorting out ROC licensing insurance minimums, finding affordable workers’ comp in …
It’s 7 a.m. on National Coffee Day, and your phone buzzes. It’s a text from a company you bought something from once, two years ago, wishing you a happy National Coffee Day. The text doesn’t contain an offer or a reason for reaching out. It’s just a reminder that they have your number. Text-Em-All has …
The launch comes as businesses increasingly move beyond experimenting with AI to deploying autonomous agents across everyday operations, raising questions about what these systems can access, what actions they can take and how organisations maintain control. The AvePoint Trust Platform is designed to address these challenges by helping businesses prepare their data for AI, govern …
The rise of AI-powered coding tools has introduced a new way of building software: “vibe coding”, where founders, marketers, designers and entrepreneurs can all generate working applications in a matter of hours using simple prompts. It represents a major shift in how digital products are created. Ideas no longer need long development cycles to become …
Artificial intelligence is changing enterprise computing, but its most immediate impact may have less to do with what happens on employees’ desktops and more to do with the infrastructure behind them. As organizations invest in AI, IT leaders face a growing dilemma. They need to support increasingly compute-intensive workloads, provide access to expensive GPU resources …
An AI agent writing software may need to plan a change, inspect files, generate code, review an error and try again. Each step can require another call to a model. As those calls accumulate, the speed of the infrastructure underneath them becomes a product decision: It helps determine how long a customer waits and how …
For an AI company, securing GPUs can solve one problem while creating another: a commitment to capacity its business may not always need. Experiments end, workloads change, and infrastructure reserved for one project can become an expensive mismatch for the next. Hyperbolic is betting that making those commitments more flexible could become a business in …
AI course certificates are digital credentials that record completion of an AI course, learning track or upskilling program. We rank Certifier first among seven tools that issue AI course certificates in 2027, because it combines Pathways, native LMS triggers and Open Badge 3.0 compliant credentials. Each entry covers key features, pros and cons, and why …
AI adoption changes how people do their jobs. AI GTM transformation changes the jobs, the handoffs, the measures and, eventually, the economics. Most companies think they are transforming go-to-market with AI. Most of them are adopting it. The difference is not how many tools they have bought. It is whether anything about how the organisation …
AI assistants such as ChatGPT, Perplexity, and Google AI Overviews now answer questions that buyers once typed into a search engine. The technology behind those answers leaves a measurable trail: prompts that mention a brand, sources the platforms cite, and automated agents that fetch pages directly from a site’s server. Measuring that trail takes a …
Sanchit Juneja has spent nearly two decades building data and AI products in Israel, Singapore, the Netherlands and the U.S., with stops at National Instruments, AppsFlyer, Gojek and Booking.com. At Booking.com, where he was director of product for data and AI, he spent five years on the company’s data and tech modernization program. His team …
Agentic AI changes the design problem of artificial intelligence by giving systems the ability to act, rather than only offer advice. An AI application may generate a summary, recommendation, classification, or piece of content for a person to use. Agentic systems can go further by initiating actions, calling tools, moving information between systems, or progressing …
Plenty of AI agents look capable in a demo, but VenuMadhav Kattagoni spends his time on the harder stage that follows: when an agent has to work inside a customer’s actual CRM, with its duplicate accounts, stale opportunities and permission rules that were never written with software agents in mind. Kattagoni is Head of Engineering …
Alexis Peter Francis has spent more than two decades building data, risk and regulatory platforms in financial services, and he currently leads product for customer and counterparty data at one of the world’s largest financial institutions. A lot of his recent work comes down to a stubborn question banks still answer mostly by hand: who …
For Nitin Garg, the potential of agentic AI goes well beyond generating content or answering questions. Drawing on more than two decades of experience in enterprise technology, business strategy, and product management, he sees an opportunity to fundamentally change how organizations manage complex workflows, connect disparate systems, and automate tasks that have traditionally required significant …
Nearly every marketing team is using AI in the exact same way: to produce more content, faster. The predictable result in email marketing is a more crowded inbox filled with messages that are individually less valuable. Gartner’s guidance for CMOs warns that B2B buyers are being buried under badly executed digital outreach and are punishing …
Give an AI coding tool a description of what you want to build and, within minutes, you could have a working application in front of you. Features that took days to prototype can now be generated almost instantly. For businesses under constant pressure to launch products faster and achieve more with limited resources, the attraction …
Most health systems’ first brush with AI in the revenue cycle looks the same: a bot that checks claim status, a tool that flags a missing modifier, an assistant that drafts an appeal letter. These deployments are worth doing. Nearly two-thirds of healthcare organizations now use AI or automation somewhere in the revenue cycle, and …
If you read one thing about the EU AI Act this summer, it was probably that parts of it had been delayed. [1] Those delays affected many of the high-risk requirements companies had been preparing for. The Digital Omnibus, Regulation (EU) 2026/1744, pushed the deadline for Annex III systems from August 2, 2026, to December …
Everyone is watching the ranking model. Teams hear about larger architectures, richer behavioural signals, generative recommendations, and increasingly sophisticated personalisation. The hope is that the most advanced model produces the most relevant experience. The real advantage sits underneath the model. A ranking system creates value only when it can retrieve strong candidates, access fresh signals, …
Women’s sports is having a moment that looks less like a moment and more like a permanent shift. Attendance records are skyrocketing, new franchises are selling out debut games and media rights deals are multiplying. And behind the ticket sales and the highlight reels, the question is emerging: how do these organizations actually get to …
There is certainly no shortage of interest in artificial intelligence in oncology. Hundreds of AI approaches are being developed and studied across the cancer continuum, from diagnosis to prognostic risk assessment to treatment selection, and more. Yet far fewer have transitioned into routine clinical practice. Bringing AI from the lab into the clinic requires far …
AI systems can identify a delayed project, an at-risk customer, or an unusual margin change in seconds. That speed is useful, but the alert itself creates no business value. Value appears only when someone makes a better decision, takes an accountable action, and verifies the result. This distinction matters because many AI business cases stop …
A culture of continuous improvement in sales helps businesses adapt to changing customer expectations, strengthen sales skills and achieve more consistent results. Rather than focusing solely on monthly targets, teams that embrace ongoing learning look for practical ways to improve their approach, learn from setbacks and share knowledge across the business. Why Continuous Improvement Matters …
TokenPulse Opens Singapore APAC Operating Hub New hub connects North American AI technology and demand with Southeast Asia’s expanding infrastructure ecosystem; company is building capacity across North America, Asia-Pacific and Europe SINGAPORE AND SAN FRANCISCO — October 23, 2026 — TokenPulse, a next-generation AI inference infrastructure company headquartered in San Francisco and Singapore, today announced …
Across the global technology landscape, high-potential startups and enterprise buyers face an increasingly frustrating paradox. The pace of technical acceleration—spanning generative artificial intelligence, semiconductor manufacturing, and digital healthcare—has never been higher. Yet the geographic ecosystem supporting these breakthroughs remains fractured. Early-stage founders outside established coastal corridors struggle to secure institutional capital, while corporate leaders and …
Artificial intelligence is reshaping the digital entertainment industry, influencing everything from content recommendations to software testing and visual design. Game developers are increasingly exploring machine learning technologies to streamline production, analyse technical performance and improve user experiences. The online casino sector is part of this wider technological shift, with modern slot development combining sophisticated software …
Introduction: Search Is Moving From Rankings to Recommendations For years, search visibility was largely measured through one familiar question: where does a website rank on Google? That question still matters, but the search landscape is becoming more complicated. People are increasingly using AI-powered search experiences to research products, compare businesses, understand topics, and find recommendations. …
Most AI incident response programs were designed around a user, a session, and a decision to adopt software. Autonomous agents complicate all three assumptions at once. This article examines what changes when the subject of an investigation is an inherited non-human actor rather than a logged-in human, and what a modern playbook has to account …
Multiple agents can work in parallel, but keeping their plans, decisions, and handoffs connected quickly becomes a coordination problem. A multi-agent collaboration framework separates two responsibilities: a shared workspace keeps the work visible, and a delegation runtime carries interaction between participants. This article explains that separation, the components it requires, and how to build it. …
Processor manufacturers are moving to raise prices simultaneously, creating a new source of pressure on the personal computer market. Intel has already increased the cost of some consumer chips by 5-20%, Qualcomm raised prices on Snapdragon X and X2 Elite by approximately 10% starting October 1, and AMD is preparing to increase the cost of …
Customer service automation has made it easier for businesses to answer questions quickly. Yet customers still find themselves repeating information, waiting for follow-ups, or contacting multiple departments to solve a single problem. The issue is not always a lack of answers. Often, it is a lack of action. This is where agentic AI for customer …
Warehouses have always been operations-heavy environments that require enough labor force to meet often fast-paced demands. But, the future of supply chains and fulfillment centers isn’t just about adding more machines to the floor. It’s about making those machines smarter and more efficient, helping to streamline business operations where the human labor force can fall …
In early 2024, a finance employee in Arup’s Hong Kong office received an email from the UK office asking for a confidential transaction. He suspected fraud. Then he joined a video call where the chief financial officer and several colleagues looked and sounded exactly as they should. He made 15 transfers totaling HK$200 million, about …
SAN DIEGO, Calif. – [October 26, 2026] – Cadre AI, one of the nation’s leading AI strategy and implementation firms, today announced “The AI Edge”, a free AI education program that prepares high school and college students to enter university and the workforce with practical AI skills, recognized credentials, and a professional portfolio. As an …
A close match in a tactical shooter can turn on a detail that spectators barely notice: a sound cue, a teammate’s callout, or a decision to hold an angle for another second. Fast reactions still matter, but modern competitive play increasingly depends on how well teams collect information, communicate, and learn from previous rounds. Technology …
Day one, no induction Nobody starts work on a building site in the UK without an induction. No matter if you’re a new labourer or a subcontractor with 30 years of experience, you start with a briefing. Someone tells you who’s in charge, the site rules, where you can’t go, and what to do if …
Two video models arrived within weeks of each other this autumn, and they point in different directions. Kuaishou’s Kling 4.0, announced on September 28, has now moved from announcement to everyday use and is available on multi-model platforms, including Nereo. It is a generation model that can produce up to 30 seconds of footage from …
PerturbAI, an AI-native biotechnology company, announced results from its year-long collaboration with OpenAI to advance biomedical research and drug discovery. Working with Scripps Research, the teams developed an AI reasoning framework that helps scientists interpret large experimental datasets, connect results with existing research, and generate testable hypotheses. The findings, published in a joint preprint and …
The internet children use today is fundamentally different from the one lawmakers originally set out to regulate. For years, online child safety has centered on a straightforward question: How do we keep children away from harmful content and interactions? Much of the policy response has focused on age verification, parental controls, and platform accountability. Those …
AI agents are generating a lot of excitement, and it’s easy to see why. The idea that AI could do everything from finding your next car, your next home, potentially even your next job, to booking a holiday or negotiating a better deal is a compelling one. But the first wave of consumer-facing agents has …
For most of the history of generative AI, the claim that it would transform software development ran ahead of the technology. Early coding assistants were impressive, but they were assistants in the literal sense. They completed functions, explained unfamiliar code and generated useful snippets. They could make an individual programmer faster, but nobody was seriously …
A seven-part operating model for growing businesses AI adoption often begins before governance. A team starts using an assistant to summarise meetings, draft customer replies, screen applications or prepare analysis. Within weeks, outputs from the system may influence decisions even though nobody has defined what the tool may access, what it may decide or who …
As organisations accelerate AI adoption, a new productivity problem is emerging: “workslop”, which is low-quality work generated by or with AI that adds little value and requires additional human time and capacity to correct. The promise of AI is to help employees produce more, faster. But when employees are pressured to increase output without the …
Artificial intelligence has fundamentally reshaped drug discovery, accelerating target identification, decoding high-dimensional biological patterns, and prioritising actionable therapeutic concepts. Yet as the conversation shifts toward next-generation frontier models, the industry remains disproportionately fixated on capability. This focus overlooks the primary bottleneck: data fidelity. Unlike deterministic domains where data is structured and predictable, legacy biological data …
Everyone is watching agents talk, plan, and imitate human work. The real product revolution is quieter: software is acquiring a new customer that does not read the interface, browse the help centre, or politely guess what a vague error means. An agent consumes capabilities through descriptions, schemas, permissions, and responses. If those signals are ambiguous, …
Artificial intelligence is easy to scapegoat. People like to say this new technology is turning us into anxious, reactive people who need to ask ‘Chat’ or ‘Claude’ every question that pops into our heads. Headache? It’s probably cancer, and your preferred LLM can confirm that for you in seconds. But AI isn’t a villain. Instead, …
Sweeping changes to ERP, agentic AI and IT consumption models have rendered traditional IDM and GRC tools arcane. The future lies in identity management that spans across all processes and identity types, and then tracks them constantly. Information security teams are under duress. Not only do they have to cope with a more complex range …
A 2026 Cloud Security Alliance research note surveying 235 large-enterprise security leaders found that 71% of their organizations have AI systems with access to core business platforms, including ERP, CRM, and financial systems. Only 16% of governors effectively govern that access. CPQ and CLM sit squarely inside that 71%. They hold pricing rules, rate cards, …
By 2027, 74% of enterprises expect to run AI agents at least moderately across their operations, according to Deloitte’s April 2026 survey of 3,235 IT and business leaders across 24 countries. Only 21% of those same organizations report having a mature governance framework in place. That gap is the story. I lead the Salesforce and …
