Human-In-The-Loop: Unlocking AI As A Co-worker

Human-In-The-Loop: Unlocking AI As A Co-worker

Send us Fan Mail [https://www.buzzsprout.com/2440735/fan_mail/new] Every enterprise has access to the same models, platforms, and vendors. The harder question is whether they have anyone left who can tell those tools what good actually looks like. In this episode, Raja Walia and Akande Davis break down why most enterprise AI investments are not failing on the technology, they are failing on the sequence of investment. They cover why the human layer underneath the infrastructure is the part that produces ROI, why the companies building AI are themselves hiring humans, and why an unowned agent in production is not a moat. It is a dependency that scales bad decisions faster than anyone can catch them. Key topics covered in this episode: * The infrastructure bet has a ceiling, and most enterprises sequenced the investment wrong. Leaders are spending on platforms, models, and agents while the data is not ready, decision rights are unclear, and ownership is ambiguous. Gartner projects a significant share of generative AI projects will be abandoned after the proof-of-concept stage, a clear indicator that the human layer underneath the spend is not in place. * AI replaces junior-level work, not senior judgment, and the ROI math has been pitched against the wrong category. Content production, campaign builds, and report summaries are real value, but they do not justify the capex profile most boards have approved. Adobe’s 2026 Digital Trends Report shows 68% of organizations cannot demonstrate ROI on their AI investments. MIT and BCG research shows the majority of enterprise AI initiatives fail to deliver meaningful financial impact, because the pitch deck assumed AI would replace senior decision-making, and it does not. * The companies who built the AI are the ones investing hardest in the human layer. Anthropic is hiring engineers. OpenAI is hiring BDRs and SDRs. The vendors selling the tools that supposedly replace people are the ones rebuilding the human layer underneath, because they know that is where the leverage actually lives. * AI does not fix a weak human layer. It multiplies it. When agents run on top of an operating model with unclear ownership, ambiguous data, and no one available to correct in real time, the agents do not heal those problems. They scale them. Wrong decisions execute faster, ambiguity moves quicker, and the damage compounds autonomously before anyone catches it. * Two enterprises with the same tech stack will produce completely different results, and the variable is never the tool. The differentiator is the clarity of ownership and the quality of the human layer assessing it. The moat is not the platform. It is who owns the operating model, and whether anyone can be reached when an agent makes a call that has to be answered for. Without that, you did not build a moat. You built a dependency. Note: Signal & Stakes was previously published as Call It RevOps. The rebrand reflects a deliberate shift in the conversation, from tactical execution and operational how-tos to strategic decision making and the consequences that follow when senior leaders get it right or get it wrong. Same hosts, same honesty, different altitude. ----------------------- Signal & Stakes is a podcast for people who sit inside the decisions that shape how companies grow, compete, and survive. Each episode surfaces a real decision, the signal that was there, what was at stake, and what happened next. Not advice. Consequence. Signal & Stakes is hosted by Raja Walia, CEO of GNW Consulting, and Akande Davis, VP of Operations at GNW Consulting. Signal & Stakes is produced by GNW Consulting, a strategic marketing technology and revenue operations agency helping enterprise organizations make sense of their existing MarTech investments. Through the GNW Orchestration Framework, GNW Consulting helps companies connect board-level priorities to day-to-day execution, identify where AI creates leverage across go-to-market operations, and determine where human judgment should lead. Learn more. [https://gnwconsulting.com/martech-performance-architecture/] Subscribe to Signal & Stakes on Apple Podcasts, Spotify, and all major podcast platforms. New episodes drop monthly. Follow GNW Consulting on LinkedIn [https://www.linkedin.com/company/gnw-consulting/] for episode releases, show updates, and content on marketing technology and go-to-market strategy. Watch full episodes on YouTube [https://www.youtube.com/@gnw-consulting].

Adobe Summit 2026: Your Operating Model Is Not Ready For AI

Send us Fan Mail [https://www.buzzsprout.com/2440735/fan_mail/new] Adobe just renamed a $5B product line and quietly redefined the category. The harder question is who actually owns the operating model running underneath it. In this episode, Raja Walia and Akande Davis break down what Adobe really signaled at Adobe Summit 2026, and why the rebrand from Experience Cloud to CX Enterprise is not a marketing exercise. They cover what the three announcements that actually mattered mean for buyers, why agents are a forcing function on the operating model rather than a substitute for one, and why the first leadership question is not “human in the loop versus human on the loop”, it is which decisions are human-led before an agent is ever involved. Key topics covered in this episode: * Adobe’s rebrand is a category reset, not a name change. When a company renames a $5B product line, it is telling the market the category itself has moved. Adobe is no longer selling platforms or products. It is selling a cohesive operating system, and the burden of running it lands directly on the customer. * The three Summit announcements that actually mattered. The CX Enterprise CoWorker is a persistent AI agent that orchestrates Real-Time CDP, Journey Optimizer, Marketo, Customer Journey Analytics, and Target in parallel. The Marketo MCP Server turns Marketo from a platform you log into into a node in an agent network. And analytics has been repositioned from an accountability layer to an agent-level decision input. * Agents are a forcing function on the operating model, not a substitute for one. By Adobe’s own 2026 Digital Trends Report, 75% of customers cite data integration and quality as their top AI challenge. Deploying agents on top of a broken operating model does not fix the model. It scales bad decisions faster, autonomously, with no one catching them until the damage compounds.  * “Human in the loop versus human on the loop” is the wrong first question. The first question is which decisions are human-led before an agent is ever involved; strategy, brand positioning, regulatory exposure, anything where being wrong is a credibility problem. If those decisions are not named, you are designing governance for something nobody has decided to own.  * Once you are behind on the operating model, catch-up does not work the way it used to. Every new layer of technology will integrate with the data foundation underneath it. Companies that iterate on how they operate compound an advantage that static organizations cannot close, because you cannot adopt what you cannot operate. Note: Signal & Stakes was previously published as Call It RevOps. The rebrand reflects a deliberate shift in the conversation, from tactical execution and operational how-tos to strategic decision making and the consequences that follow when senior leaders get it right or get it wrong. Same hosts, same honesty, different altitude. ----------------------- Signal & Stakes is a podcast for people who sit inside the decisions that shape how companies grow, compete, and survive. Each episode surfaces a real decision, the signal that was there, what was at stake, and what happened next. Not advice. Consequence. Signal & Stakes is hosted by Raja Walia, CEO of GNW Consulting, and Akande Davis, VP of Operations at GNW Consulting. Signal & Stakes is produced by GNW Consulting, a strategic marketing technology and revenue operations agency helping enterprise organizations make sense of their existing MarTech investments. Through the GNW Orchestration Framework, GNW Consulting helps companies connect board-level priorities to day-to-day execution, identify where AI creates leverage across go-to-market operations, and determine where human judgment should lead. Learn more. [https://gnwconsulting.com/martech-performance-architecture/] Subscribe to Signal & Stakes on Apple Podcasts, Spotify, and all major podcast platforms. New episodes drop monthly. Follow GNW Consulting on LinkedIn [https://www.linkedin.com/company/gnw-consulting/] for episode releases, show updates, and content on marketing technology and go-to-market strategy. Watch full episodes on YouTube [https://www.youtube.com/@gnw-consulting].

Growth Plans? Easy. Owning The Risk? Another Story...

Send us Fan Mail [https://www.buzzsprout.com/2440735/fan_mail/new] Signal & Stakes Season 2, Episode 3 Episode Title: Growth Plans Are Easy. Owning the Risk Is the Job. Episode Description: Any leadership team can write a growth plan. The harder question is who owns it when reality pushes back. In this episode, Raja Walia and Akande Davis break down why growth strategy fails before execution ever starts, and why leadership accountability is the piece most organizations refuse to address directly. They cover why assumptions behind a growth plan rarely get interrogated before approval, why operational teams are fighting for a seat at the table, and what it actually means to own the downside of a strategy, not just the upside. Key topics covered in this episode: Growth plans fail because of flawed assumptions, not poor execution. Harvard Business Review and Wharton research both point to leadership assumptions as the primary driver of strategy failure, not the teams executing the plan. Credibility is lost when leaders do not own the risk early. Waiting until the ninth hour to raise concerns, or letting execution teams absorb the blame for a broken strategy, is how leaders lose their standing. Operational teams want a seat at the table because they see the disconnect between strategy and what the technology and team can actually deliver. Ignoring that input is a leadership failure. Assumptions behind a failed growth plan are almost never revisited. Organizations move on, blame execution, and repeat the same cycle. The organizations that scale are not just ambitious. They interrogate the strategy before it ships and name who owns the assumptions. Note: Signal & Stakes was previously published as Call It RevOps. The rebrand reflects a deliberate shift in the conversation, from tactical execution and operational how-tos to strategic decision making and the consequences that follow when senior leaders get it right or get it wrong. Same hosts, same honesty, different altitude.  ----------------------- Signal & Stakes is a podcast for people who sit inside the decisions that shape how companies grow, compete, and survive. Each episode surfaces a real decision, the signal that was there, what was at stake, and what happened next. Not advice. Consequence. Signal & Stakes is hosted by Raja Walia, CEO of GNW Consulting, and Akande Davis, VP of Operations at GNW Consulting. Signal & Stakes is produced by GNW Consulting, a strategic marketing technology and revenue operations agency helping enterprise organizations make sense of their existing MarTech investments. Through the GNW Orchestration Framework, GNW Consulting helps companies connect board-level priorities to day-to-day execution, identify where AI creates leverage across go-to-market operations, and determine where human judgment should lead. Learn more. [https://gnwconsulting.com/martech-performance-architecture/] Subscribe to Signal & Stakes on Apple Podcasts, Spotify, and all major podcast platforms. New episodes drop monthly. Follow GNW Consulting on LinkedIn [https://www.linkedin.com/company/gnw-consulting/] for episode releases, show updates, and content on marketing technology and go-to-market strategy. Watch full episodes on YouTube [https://www.youtube.com/@gnw-consulting].

Why CMOs and CROs Are Incentivized to Disagree

Send us Fan Mail [https://www.buzzsprout.com/2440735/fan_mail/new] Signal & Stakes Season 2, Episode 2 Episode Title: CMOs and CROs Are Not Incentivized to Agree. That Is a Design Problem. Episode Description: The tension between CMOs and CROs is not a personality conflict. It is a structural flaw built directly into how most companies design their go-to-market leadership. In this episode, Raja Walia and Akande Davis break down why CMOs and CROs are set up to compete rather than collaborate, what each role actually needs to survive, and why the standard advice around sales and marketing alignment misses the real problem entirely. The issue is not that these leaders disagree. The issue is that their companies reward the disagreement. Key topics covered in this episode: CMOs and CROs operate on fundamentally different timelines. CROs are judged on numbers right now. CMOs are judged on influence that materializes over months. That gap is where distrust begins and where go-to-market motions break down. Marketing loses credibility not because it is performing poorly but because it cannot prove causality the way sales can. When revenue slows, the conversation defaults to pipeline quality, and marketing ends up on defense regardless of what it actually produced. Data and attribution were supposed to settle the CMO and CRO debate. Instead they made it worse. Multi-touch attribution and influence reports do not clarify ownership. They give each side a different set of numbers to use as leverage for budget and headcount. The CMO and CRO conflict is not a bug. It is a feature of how most companies are built. Two executives share overlapping revenue responsibility with different scorecards, different definitions of success, and different survival timelines. Until that structure changes, no amount of alignment sessions or leadership retreats will resolve it. CMOs want staying power and relevance. CROs want predictability and control. Neither role is designed to give the other what it needs. That is the real reason the fight never ends. Note: Signal & Stakes was previously published as Call It RevOps. The rebrand reflects a deliberate shift in the conversation, from tactical execution and operational how-tos to strategic decision making and the consequences that follow when senior leaders get it right or get it wrong. Same hosts, same honesty, different altitude. ----------------------- Signal & Stakes is a podcast for people who sit inside the decisions that shape how companies grow, compete, and survive. Each episode surfaces a real decision, the signal that was there, what was at stake, and what happened next. Not advice. Consequence. Signal & Stakes is hosted by Raja Walia, CEO of GNW Consulting, and Akande Davis, VP of Operations at GNW Consulting. Signal & Stakes is produced by GNW Consulting, a strategic marketing technology and revenue operations agency helping enterprise organizations make sense of their existing MarTech investments. Through the GNW Orchestration Framework, GNW Consulting helps companies connect board-level priorities to day-to-day execution, identify where AI creates leverage across go-to-market operations, and determine where human judgment should lead. Learn more. [https://gnwconsulting.com/martech-performance-architecture/] Subscribe to Signal & Stakes on Apple Podcasts, Spotify, and all major podcast platforms. New episodes drop monthly. Follow GNW Consulting on LinkedIn [https://www.linkedin.com/company/gnw-consulting/] for episode releases, show updates, and content on marketing technology and go-to-market strategy. Watch full episodes on YouTube [https://www.youtube.com/@gnw-consulting].

Why AI Makes CMOs Critical in 2026, and Why It Will End Many of Them

Send us Fan Mail [https://www.buzzsprout.com/2440735/fan_mail/new] Signal & Stakes Season 2, Episode 1 Episode Title: Why AI Makes the CMO Role Critical in 2026. And Why It Will End Many of Them. Episode Description: AI does not care about your intent, your political capital, or how hard your team is working. It operationalizes whatever logic it is given. And right now, that logic belongs to the CMO. In this episode, Raja Walia and Akande Davis break down why AI is the most consequential moment for marketing leadership since marketing automation emerged in 2010, why CMOs who treat it as a technology rollout rather than a strategic decision will accelerate their own exit, and what the CMOs who will survive 2026 are already doing differently. Key topics covered in this episode: AI removes the buffer CMOs have historically relied on. Marketing has long been judged on influence rather than ownership. AI makes every assumption operational immediately. Vague funnel definitions, dormant lead scoring models, and unclear engagement rules do not disappear under AI. They scale. The average CMO tenure is under two years and AI is about to make that worse for the ones who are not ready. Research conducted with Demand Metric shows that short CMO tenure is driven by leaders who default to tactical resets, rebuilding websites and refreshing scoring models, rather than making the strategic calls that define how the company goes to market. AI is not going to fix misalignment between marketing and sales. It will weaponize it. If the logic feeding an AI-driven pipeline is broken, AI will not surface the problem. It will scale the problem faster than any team can manually correct. Winning CMOs in 2026 are not asking what AI can do. They have already decided where it fits, what it replaces, and what it should never touch. They are defining marketing accountability before rollout, not after. This is the second major moment for CMO relevance. The first was the emergence of marketing automation in 2010. That moment created a window for CMOs to prove strategic impact. Most did not take it. AI is the same window, opening faster and closing sooner. Note: Signal & Stakes was previously published as Call It RevOps. The rebrand reflects a deliberate shift in the conversation, from tactical execution and operational how-tos to strategic decision making and the consequences that follow when senior leaders get it right or get it wrong. Same hosts, same honesty, different altitude. ----------------------- Signal & Stakes is a podcast for people who sit inside the decisions that shape how companies grow, compete, and survive. Each episode surfaces a real decision, the signal that was there, what was at stake, and what happened next. Not advice. Consequence. Signal & Stakes is hosted by Raja Walia, CEO of GNW Consulting, and Akande Davis, VP of Operations at GNW Consulting. Signal & Stakes is produced by GNW Consulting, a strategic marketing technology and revenue operations agency helping enterprise organizations make sense of their existing MarTech investments. Through the GNW Orchestration Framework, GNW Consulting helps companies connect board-level priorities to day-to-day execution, identify where AI creates leverage across go-to-market operations, and determine where human judgment should lead. Learn more. [https://gnwconsulting.com/martech-performance-architecture/] Subscribe to Signal & Stakes on Apple Podcasts, Spotify, and all major podcast platforms. New episodes drop monthly. Follow GNW Consulting on LinkedIn [https://www.linkedin.com/company/gnw-consulting/] for episode releases, show updates, and content on marketing technology and go-to-market strategy. Watch full episodes on YouTube [https://www.youtube.com/@gnw-consulting].