https://rtulsiani.com/market-signals Short observations on what’s changing in learning, workforce capability and organizational performance, and what those changes may mean for leaders. Solve the Right Problem. en https://rtulsiani.com/market-signals/hidden-ai-costs-threaten-workforce-roi https://rtulsiani.com/market-signals/hidden-ai-costs-threaten-workforce-roi Mon, 21 Sep 2026 12:00:00 GMT AI workforce costs are better treated as design and governance exposures than as a simple technology or training line item. Ravinder Tulsiani Gartner Human Resources Director HRO Today Eagle Hill Consulting Ipsos CHROs AI workforce transformation https://rtulsiani.com/market-signals/cognitive-atrophy-in-the-age-of-artificial-intelligence-how-algorithmi https://rtulsiani.com/market-signals/cognitive-atrophy-in-the-age-of-artificial-intelligence-how-algorithmi Mon, 21 Sep 2026 12:00:00 GMT AI dependency is not yet proven to erode workforce judgment. The defensible decision is to protect the human capability that assigned responsibility requires. Ravinder Tulsiani Artificial intelligence Generative AI Critical thinking Cognitive offloading Automation bias Human responsibility Workforce capability Enterprise learning Work design Decision rights https://rtulsiani.com/market-signals/alchemist-to-explore-the-ai-leadership-execution-gap-at-learning-live- https://rtulsiani.com/market-signals/alchemist-to-explore-the-ai-leadership-execution-gap-at-learning-live- Mon, 21 Sep 2026 12:00:00 GMT A conference session points to a leadership bottleneck that can hide behind a training agenda: AI changes work faster than organizations change accountability. Ravinder Tulsiani Alchemist Charlie Swan LEARNING LIVE 2026 Learning News AI leadership execution AI-enabled tools Leadership development Enterprise learning and capability strategy https://rtulsiani.com/market-signals/the-agents-l-d-teams-are-using-most https://rtulsiani.com/market-signals/the-agents-l-d-teams-are-using-most Sun, 20 Sep 2026 12:00:00 GMT Early agentic AI use may free L&D capacity, but only a deliberate shift toward diagnosis, work design and evidence will turn automation into capability value. Ravinder Tulsiani Docebo L&D teams agentic AI HR leaders CHROs CPOs senior CLOs https://rtulsiani.com/market-signals/i-meant-to-take-the-week-off https://rtulsiani.com/market-signals/i-meant-to-take-the-week-off Sun, 20 Sep 2026 12:00:00 GMT ERE's Talent Advisor shows how curated expertise could reach hiring managers at the point of need, but access to advice is not evidence of better hiring practice. Ravinder Tulsiani ERE ERE Pro Talent Advisor David Manaster Claude ERE Recruiting Innovation Summit talent acquisition leaders hiring managers https://rtulsiani.com/market-signals/human-like-intuitive-behavior-and-reasoning-biases-emerged-in-large-la https://rtulsiani.com/market-signals/human-like-intuitive-behavior-and-reasoning-biases-emerged-in-large-la Sun, 20 Sep 2026 12:00:00 GMT A model that appears less biased can still leave a person unable to challenge the decision they are accountable for. Ravinder Tulsiani Nature Computational Science Thilo Hagendorff Sarah Fabi Michal Kosinski ChatGPT large language models AI governance human responsibility enterprise learning and workforce capability https://rtulsiani.com/market-signals/critical-thinking-creating-job-proof-skills-for-the-future-of-work https://rtulsiani.com/market-signals/critical-thinking-creating-job-proof-skills-for-the-future-of-work Sun, 20 Sep 2026 12:00:00 GMT The real question is not whether people need to think harder, but where human accountability must sit in AI affected work. Ravinder Tulsiani Nature Computational Science large language models ChatGPT critical thinking human judgment AI-affected work enterprise learning and workforce capability https://rtulsiani.com/market-signals/beyond-the-launch-tangible-progress-in-sap-services-and-support-for-re https://rtulsiani.com/market-signals/beyond-the-launch-tangible-progress-in-sap-services-and-support-for-re Sun, 20 Sep 2026 12:00:00 GMT SAP's service update is a useful prompt to test who owns performance when AI enters enterprise workflows, but it is not yet proof of adoption or results. Ravinder Tulsiani SAP SAP Services and Support AI-enabled enterprise support models CHRO/CPO/L&D leaders https://rtulsiani.com/market-signals/ai-boosts-productivity-but-culture-gaps-threaten-roi https://rtulsiani.com/market-signals/ai-boosts-productivity-but-culture-gaps-threaten-roi Sun, 20 Sep 2026 12:00:00 GMT AI productivity claims become more useful when leaders test whether work, responsibility and capability plans have changed together. Ravinder Tulsiani Eagle Hill Consulting Ipsos FairsOnline Gartner Human Resources Director HRO Today CHROs CPOs CLOs AI-enabled work redesign https://rtulsiani.com/market-signals/ai-at-work-how-to-scale-learning-across-the-extended-enterprise https://rtulsiani.com/market-signals/ai-at-work-how-to-scale-learning-across-the-extended-enterprise Sun, 20 Sep 2026 12:00:00 GMT AI enabled learning across external workers may require capability governance, but the available source does not prove adoption or outcomes. Ravinder Tulsiani Docebo extended enterprise AI-enabled learning skills data external workforce capability governance enterprise learning https://rtulsiani.com/market-signals/ai-adoption-outpacing-workforce-readiness https://rtulsiani.com/market-signals/ai-adoption-outpacing-workforce-readiness Sun, 20 Sep 2026 12:00:00 GMT AI adoption figures are useful only when leaders connect them to changed work, decision rights and workforce costs. Ravinder Tulsiani Absorb Software HRO Today Eagle Hill Consulting Ipsos Gartner Human Resources Director AI adoption workforce readiness learning and development work redesign https://rtulsiani.com/market-signals/the-strategy-of-starting-with-why https://rtulsiani.com/market-signals/the-strategy-of-starting-with-why Sun, 20 Sep 2026 12:00:00 GMT Starting with why can improve learning design, but only when it leads to a measurable performance decision rather than a stronger program rationale. Ravinder Tulsiani CHROs CPOs L&D leaders https://rtulsiani.com/market-signals/sap-bdc-helps-team-liquid-optimize-player-performance https://rtulsiani.com/market-signals/sap-bdc-helps-team-liquid-optimize-player-performance Sun, 20 Sep 2026 12:00:00 GMT Team Liquid's use of SAP Business Data Cloud is a useful test of performance measurement, but one esports case does not establish a transferable workforce model. Ravinder Tulsiani SAP Team Liquid https://rtulsiani.com/market-signals/lpi-and-abodoo-announce-strategic-collaboration-on-skills-intelligence https://rtulsiani.com/market-signals/lpi-and-abodoo-announce-strategic-collaboration-on-skills-intelligence Sun, 20 Sep 2026 12:00:00 GMT The LPI and Abodoo collaboration is worth watching, but skills visibility has value only when it changes a workforce decision. Ravinder Tulsiani Learning and Performance Institute Abodoo https://rtulsiani.com/market-signals/learning-technologies-2026-autumn-forum-opens-registration https://rtulsiani.com/market-signals/learning-technologies-2026-autumn-forum-opens-registration Sun, 20 Sep 2026 12:00:00 GMT The Learning Technologies 2026 Autumn Forum may sharpen capability decisions, but attendance is not evidence that a new approach will improve work. Ravinder Tulsiani Learning Technologies L&D Leaders https://rtulsiani.com/market-signals/ai-s-influence-on-enterprise-decision-making https://rtulsiani.com/market-signals/ai-s-influence-on-enterprise-decision-making Sun, 20 Sep 2026 12:00:00 GMT A survey of firms shows that AI can improve decision quality, yet the sharper issue is whether leadership has redesigned the work, governance and accountability around that decision making. Ravinder Tulsiani AI Enterprise Decision-Making https://rtulsiani.com/market-signals/ai-leadership-training-roi-scrutiny https://rtulsiani.com/market-signals/ai-leadership-training-roi-scrutiny Sun, 20 Sep 2026 12:00:00 GMT AI leadership training deserves investment only when leaders can connect adoption to changed work, measurable performance and accountable ownership. Ravinder Tulsiani AI Leadership Training Enterprise L&D Teams https://rtulsiani.com/market-signals/your-learners-need-ai-skills-faster-than-you-can-build-them-how-to-use https://rtulsiani.com/market-signals/your-learners-need-ai-skills-faster-than-you-can-build-them-how-to-use Sat, 19 Sep 2026 12:00:00 GMT Off-the-shelf AI content may accelerate learning, but only a defined work problem and performance evidence can justify scaling it. Ravinder Tulsiani Docebo https://rtulsiani.com/market-signals/us-workforce-in-2035-a-few-more-workers-a-lot-more-output https://rtulsiani.com/market-signals/us-workforce-in-2035-a-few-more-workers-a-lot-more-output Sat, 19 Sep 2026 12:00:00 GMT A smaller, more productive workforce will test whether organizations can redesign work and decision rights, not just revise headcount forecasts. Ravinder Tulsiani US Workforce AI https://rtulsiani.com/market-signals/the-rise-of-ai-shadow-culture https://rtulsiani.com/market-signals/the-rise-of-ai-shadow-culture Sat, 19 Sep 2026 12:00:00 GMT Informal AI use may expose gaps in work design, decision rights and accountability, but the current evidence does not establish its scale or business impact. Ravinder Tulsiani AI shadow culture organizational culture tech adoption https://rtulsiani.com/market-signals/safety-overview-gpt-6-astra https://rtulsiani.com/market-signals/safety-overview-gpt-6-astra Sat, 19 Sep 2026 12:00:00 GMT OpenAI's GPT-6 Astra safety overview is a useful starting point, but leaders still need to decide who holds authority and accountability when AI enters workforce decisions. Ravinder Tulsiani OpenAI GPT-6 Astra https://rtulsiani.com/market-signals/new-paper-the-evidence-for-learning-podcasts-and-where-they-work-best https://rtulsiani.com/market-signals/new-paper-the-evidence-for-learning-podcasts-and-where-they-work-best Sat, 19 Sep 2026 12:00:00 GMT Learning podcasts may expand access to development, but their value depends on the work they are meant to change. Ravinder Tulsiani Learning Podcasts Corporate Learning https://rtulsiani.com/market-signals/lockheed-martin-advances-workforce-transformation-with-sap-successfact https://rtulsiani.com/market-signals/lockheed-martin-advances-workforce-transformation-with-sap-successfact Sat, 19 Sep 2026 12:00:00 GMT Lockheed Martin's SAP SuccessFactors move is useful evidence for a broader question: are leaders buying a system or redesigning the work that makes the system valuable? Ravinder Tulsiani Lockheed Martin SAP SuccessFactors https://rtulsiani.com/market-signals/docebo-vs-techwolf-enterprise-skills-platform-comparison https://rtulsiani.com/market-signals/docebo-vs-techwolf-enterprise-skills-platform-comparison Sat, 19 Sep 2026 12:00:00 GMT A vendor comparison can frame diligence, but skills intelligence creates value only when it is tied to a defined performance decision and measurable evidence. Ravinder Tulsiani Docebo TechWolf https://rtulsiani.com/market-signals/why-proving-roi-is-the-wrong-argument-infopro-learning-takes-the-stage https://rtulsiani.com/market-signals/why-proving-roi-is-the-wrong-argument-infopro-learning-takes-the-stage Fri, 18 Sep 2026 12:00:00 GMT Infopro Learning is challenging ROI as L&D's primary measure, but a capability framework will need evidence that it improves real decisions and performance. Ravinder Tulsiani Infopro Learning LEARNING LIVE 2026 https://rtulsiani.com/market-signals/the-line-between-helping-employees-learn-and-judging-them https://rtulsiani.com/market-signals/the-line-between-helping-employees-learn-and-judging-them Fri, 18 Sep 2026 12:00:00 GMT AI can support employee learning and evaluate performance, but combining those functions requires clearer evidence, purpose and accountability. Ravinder Tulsiani AI in Learning Employee Development https://rtulsiani.com/market-signals/rampant-pay-cynicism-threatens-companies-report-finds https://rtulsiani.com/market-signals/rampant-pay-cynicism-threatens-companies-report-finds Fri, 18 Sep 2026 12:00:00 GMT Pay transparency may reduce cynicism only when employees can see a consistent, credible link between performance decisions and pay. Ravinder Tulsiani CHROs CPOs CLOs transformation leaders senior L&D/workforce leaders https://rtulsiani.com/market-signals/new-research-reveals-growing-workforce-enablement-gap-across-uk-and-us https://rtulsiani.com/market-signals/new-research-reveals-growing-workforce-enablement-gap-across-uk-and-us Fri, 18 Sep 2026 12:00:00 GMT Confirm research points to workforce readiness gaps during growth, but the evidence supports diagnosis before another enablement solution. Ravinder Tulsiani Confirm UK businesses US businesses https://rtulsiani.com/market-signals/microsoft-says-ai-transformation-required-redesigning-work-not-just-de https://rtulsiani.com/market-signals/microsoft-says-ai-transformation-required-redesigning-work-not-just-de Fri, 18 Sep 2026 12:00:00 GMT Microsoft’s internal evidence suggests the common diagnosis is often wrong. Broad access, tools and training may help, but for organizations that adopt AI, value appears to depend more on workflow redesign, decision rights and manager-led adaptation around real work. Ravinder Tulsiani Microsoft Deloitte SAP https://rtulsiani.com/market-signals/how-ai-native-companies-turn-workflows-into-operating-capability https://rtulsiani.com/market-signals/how-ai-native-companies-turn-workflows-into-operating-capability Fri, 18 Sep 2026 12:00:00 GMT Agentic AI can advance faster than an organization's ability to verify its outputs. Leaders should treat verification as part of work design and capability, not as a training afterthought. Ravinder Tulsiani AI-native companies traditional companies L&D leaders https://rtulsiani.com/market-signals/helping-older-adults-use-ai-in-everyday-life https://rtulsiani.com/market-signals/helping-older-adults-use-ai-in-everyday-life Fri, 18 Sep 2026 12:00:00 GMT Intergenerational support can widen access to AI, but leaders should measure whether it builds independent judgment rather than dependence on a helpful relative. Ravinder Tulsiani Older Adults AI Intergenerational Learning https://rtulsiani.com/market-signals/from-ai-enabled-payroll-to-autonomous-payroll-the-next-evolution-of-wo https://rtulsiani.com/market-signals/from-ai-enabled-payroll-to-autonomous-payroll-the-next-evolution-of-wo Fri, 18 Sep 2026 12:00:00 GMT A payroll vendor's AI push points to a larger operating question: when AI changes the work, who owns the exception and who is accountable for the trust decision? Ravinder Tulsiani SAP AI Autonomous Payroll https://rtulsiani.com/market-signals/beyond-basic-metrics-proving-impact-before-business-metrics-move https://rtulsiani.com/market-signals/beyond-basic-metrics-proving-impact-before-business-metrics-move Fri, 18 Sep 2026 12:00:00 GMT A measurement debate is surfacing in enterprise learning, and the real issue is not whether business outcomes matter, but whether organizations can detect capability change before the lagging metrics arrive. Ravinder Tulsiani CHROs CPOs CLOs transformation leaders senior L&D/workforce leaders https://rtulsiani.com/market-signals/ai-should-extend-human-expertise-not-replace-it-learning-with-experts- https://rtulsiani.com/market-signals/ai-should-extend-human-expertise-not-replace-it-learning-with-experts- Fri, 18 Sep 2026 12:00:00 GMT Learning with Experts is pointing toward the right design question: AI can help scale expert judgment, but only if responsibility, review and human trust remain built into the work. The evidence is early, and the decision is operational rather than rhetorical. Ravinder Tulsiani Learning with Experts AI L&D Industry https://rtulsiani.com/market-signals/ai-makes-a-mess-of-the-tech-job-market https://rtulsiani.com/market-signals/ai-makes-a-mess-of-the-tech-job-market Fri, 18 Sep 2026 12:00:00 GMT Texas data points to a leadership decision beyond AI training: redesign work and development paths so human judgment does not disappear while accountability remains. Ravinder Tulsiani Texas firms GenAI job market https://rtulsiani.com/market-signals/agentic-ai-apprenticeship-gap https://rtulsiani.com/market-signals/agentic-ai-apprenticeship-gap Thu, 17 Sep 2026 12:00:00 GMT BCG's new research points to a deeper capability risk than entry level job loss: if routine work disappears before work design changes, the pathway for building judgment can disappear with it. Ravinder Tulsiani Boston Consulting Group PwC NPower Burning Glass Institute Lloyds Banking Group Bank of America agentic AI apprenticeship early-career talent workforce capability work design https://rtulsiani.com/market-signals/coursera-project-helix-verified-capability https://rtulsiani.com/market-signals/coursera-project-helix-verified-capability Wed, 16 Sep 2026 12:00:00 GMT Coursera and Udemy's Project Helix points to a stronger evidence model for enterprise learning. The real test is whether organizations keep assessment evidence, workplace performance and business outcomes distinct until the data genuinely connect them. Ravinder Tulsiani Coursera Udemy Project Helix verified capability skills verification enterprise learning workforce readiness https://rtulsiani.com/market-signals/air-india-agentic-ai-work-redesign https://rtulsiani.com/market-signals/air-india-agentic-ai-work-redesign Tue, 15 Sep 2026 12:00:00 GMT Air India is expanding Agentforce from refund processing into more complete service workflows. If that operating model spreads, people will spend less time executing routine steps and more time handling exceptions, judgment and accountability. Ravinder Tulsiani Air India Salesforce Agentforce agentic AI customer service human-AI work design workforce capability learning and development https://rtulsiani.com/market-signals/training-creation-beyond-lnd-quality-control https://rtulsiani.com/market-signals/training-creation-beyond-lnd-quality-control Sun, 13 Sep 2026 12:00:00 GMT Frontline puts AI-native course creation in the hands of business teams. If organizations adopt that model, L&D's harder job becomes deciding what should be taught, who can publish it and how quality is warranted. Ravinder Tulsiani Articulate Articulate Frontline Nova (Articulate AI agent) Articulate 360 learning management systems instructional design learning governance