#revops

B2B revenue teams now deploy CRMs, marketing automation platforms, ABM tools, sales enablement software, and AI-powered forecasting engines, yet many organizations report that results lag behind the level of investment. The CRM remains half-populated, automation sequences run without monitoring, and AI features stay toggled off since implementation, according to Demand Gen Report.

Research from Netguru found that companies lose 20 to 30% of annual revenue due to disconnected data across CRM,...

Clozd’s Dani Talbot stated at B2BMX 2026 that revenue teams miss critical buyer signals when relying on internal assumptions. She presented a five-step process to turn customer feedback into business action and positioned AI-powered interviews as a scalable method to gather deeper buyer insight for sales, marketing, and product teams, according to [Demand Gen...

According to two new surveys released by Gartner at the Gartner CSO & Sales Leader Conference, B2B buyers now use an average of seven information sources during purchases, with 45% employing GenAI primarily to gather vendor and product information. Buyers reported a strong preference for low-friction experiences, as 67% favor a sales-rep-free process and 70% prefer a completely digital, self-service buying experience.

The Gartner survey of B2B buyers found that 69% prefer to validate...

Xactly launched its Fleet of Agents and Intelligence Studio to expand the Xactly Intelligent Revenue Platform.

The Fleet of Agents includes builder agents, workflow agents, and optimization agents. Early examples are the Incent Plan Configuration Agent and the Dispute Management Agent.

Paid media managers begin Mondays pulling numbers from Google Ads, Meta, LinkedIn, TikTok, and Reddit, then drop the figures into spreadsheets to produce reports by 10 a.m. The process also requires determining what worked the prior week. According to MarTech, the average paid media manager spends 5 to 9 hours per week on administrative tasks alone.

Teams log in and out of platforms, reformat data, and rebuild campaign briefs because each network uses distinct attribution logic, campaign...

Revenue teams have added AI copilots, summaries, prompts, and workflow add-ons that accelerate pockets of the sales process. Gartner research found that 39% of chief sales officers say AI-focused sales initiatives have increased the percentage of sellers who meet or exceed quotas.

SalesboxAI launched a unified, AI-native GTM platform that uses copilots and specialized agents to coordinate marketing, SDR, and sales work from first signal to closed deal. The platform combines real-time intent signals, buying group intelligence, multi-channel outreach, and CRM-connected pipeline management to reduce tool sprawl and improve conversion speed, according to [Demand Gen...

A new Gartner study reports that AI tools save sellers an average of 4.8 hours per week, yet 72% of sales organizations report low reinvestment of those savings into high-value activities.

The survey of 210 CSOs and senior sales leaders found AI delivering efficiency gains while most organizations leave the added capacity unused. The findings were released at the Gartner CSO & Sales Leader Conference held May 19-20, 2026 in Las Vegas.

AI recommendation engines rely on reviews, comparisons, and customer signals to decide which brands to surface. According to [MarTech](https://martech.org/customer-experience-outweighs-brand-in-ai-assisted-shopping/), these engines focus less on marketing narratives and more on customer experience when evaluating brands.

AI recommendation engines rely on repeated external signals to determine which brands feel trustworthy, reliable, and relevant to a specific prompt.

Marketers obtain better results from large language models when they challenge outputs instead of accepting them directly. According to MarTech, an experiment described in The Wall Street Journal tested AI alone, humans alone, and hybrid teams on one-hour predictions of real-world events drawn from Polymarket scenarios. Pure AI models outperformed human-only groups but trailed prediction market benchmarks.

Chief Marketing Officers (CMOs) must use strategic solutions backed by reliable data to show the impact of marketing decisions on an organization's long-term financial strength and shareholder value, according to MarTech. The board's emphasis on metrics connected to revenue and profitability means CMOs should avoid discussions centered on vanity metrics like increases in social followers or website page views, which do not link to financial outcomes.

In a recent episode of Conversation with MarTech, Naman Khan, who serves as CMO at Reevo, discusses the growing shift from fragmented best-of-breed tech stacks to unified, AI-native operating systems within revenue teams. Khan, having previously worked for Salesforce and Dropbox, highlights how these stacks impose an integration tax due to brittle APIs that result in data loss and inefficient sales processes, according to...

Organizations have long treated enterprise content as a storage issue, with documents organized and archived across shared drives, PDFs, presentations, and internal systems, according to [MarTech](https://martech.org/you-could-already-have-the-data-ai-needs-to-deliver-value/).

Organizations have long treated enterprise content as a storage issue, organizing documents across shared drives, PDFs, presentations, and internal systems, according to [MarTech](https://martech.org/you-could-already-have-the-data-ai-needs-to-deliver-value/).

Organizations have built large libraries of customer research, campaign data, transcripts, and institutional knowledge stored in shared drives, PDFs, presentations, and internal systems, according to [MarTech](https://martech.org/you-could-already-have-the-data-ai-needs-to-deliver-value/). Teams often search through folders and reopen old reports to piece together information manually across disconnected systems, making it difficult to use existing data efficiently when decisions are needed.

Artificial intelligence sits at the center of modern demand generation, touching nearly every buyer interaction through targeting, personalization, content creation, and journey orchestration, according to Demand Gen Report. This adoption has surged, providing greater relevance, faster execution, and more efficient scale, but buyer confidence has not kept pace, with just 32% of U.S. respondents reporting trust in AI as per the 2025 Edelman Trust Barometer.

Marketing campaigns involve platforms, channels, and data flows, which can lead to alignment issues if not managed properly, according to [MarTech](https://martech.org/moving-beyond-silos-to-align-complex-customer-journeys/). Maintaining a broader operational perspective improves speed to market, conversion rates, and customer satisfaction, as martech practitioners work across organizational and technical boundaries to navigate systems, teams, and processes in silos.

In multi-channel journey...

Anthropic has crossed a $30 billion revenue run rate amid widespread deployment of AI agents in core workflows, but 82% of companies' CIOs admit they cannot govern these agents' actions, turning potential gains into liabilities. This situation highlights an unpriced liability operating at production speed, as described in the concept of the Shadow Ledger, a financial register that accumulates from AI agents making commitments without authority, contradicting outputs, or producing unexplained...

According to Demand Gen Report, B2B marketers have traditionally viewed conversion as a single event, such as clicking a 'Buy Now' button or handing off to sales, but this overlooks the broader evaluation process where buyers abandon deals due to issues like unclear pricing, slow pages, mandatory account creation, limited payment options, and procurement friction. Today’s buyers abandon transactions when these elements undermine confidence, as detailed in the report.

As martech, adtech, and sales tech converge into a unified revenue stack, B2B organizations are advised to restructure their RevOps teams to break down cultural silos while preserving functional expertise, according to MarTech. The source highlights that the traditional separation of marketing, advertising, and sales teams has created barriers, but integration requires new structures to ensure technology achieves its potential.

RevOps teams are evolving from roles focused on fixing reports or...

This week's updates, dated April 30, 2026, demonstrate AI's rapid shift from analysis to execution in martech, with companies like adMarketplace and Braze releasing tools that integrate AI into search responses and marketing automation, according to [MarTech](https://martech.org/the-latest-ai-powered-martech-news-and-releases/).

adMarketplace released a tool that places advertisements within AI search engine responses, using a machine learning model to match commercial results with user query...

At the B2B Marketing Exchange (B2BMX) 2026, a panel moderated by Demand.com’s Rick Robinson and featuring experts Terry Arnold, Whitney Goldstein, and John Johansen addressed how B2B decisions increasingly involve committees rather than individual champions, as discussed in a session titled "Champion to Consensus: Practical Buying Group Coverage That Improves Conversion." The panel dismantled traditional approaches that rely on single leads, noting that deals often stall despite positive...

Xactly and ServiceNow have introduced the Dispute Management AI Agent as the first innovation from their AI-driven collaboration, focusing on streamlining compensation inquiries and workflows for sales teams. This integration, powered by the Model Context Protocol (MCP) and ServiceNow Now Assist, enables secure, real-time coordination between Xactly’s AI-powered revenue platform and ServiceNow’s conversational AI to automate end-to-end dispute processes, according to Demand Gen Report.

The...

Salesforce launched Agentforce Operations today, a new tool designed to use AI agents for automating back-office processes across systems such as email, ERP, and collaboration tools, according to [MarTech](https://martech.org/salesforce-launches-agentforce-operations-to-automate-back-office-work/). This addresses the issue where companies have modernized customer-facing experiences but face delays from manual back-office tasks.

Marketers are replacing SaaS tools with AI-built alternatives, resulting in increased vendor churn, as detailed in a recent MarTech article. Mid-market firms have experienced a 35% year-over-year decline in renewals for single-function martech tools, according to Chiefmartec & MartechTribe’s 'Martech for 2026 Report.' Chris Penn, co-founder and chief data officer at TrustInsights.ai, states that vibe coding makes software a complete commodity, with about 63% of its users being non-developers,...

Mid-market firms have experienced a 35% year-over-year decline in renewals for single-function martech tools, as marketers increasingly replace these with AI-built alternatives, according to data from Chiefmartec & MartechTribe’s 'Martech for 2026 Report'. Chris Penn, chief data officer at TrustInsights.ai, notes that vibe coding makes software a commodity, with about 63% of its users being non-developers, based on Superframeworks’ 'Vibe Coding Tipping Point 2026' report.

The 2025 MarTech Replacement Survey indicates a broad-based drop in martech replacement activity, with marketing automation falling from 31.1% in 2024 to 19.4% in 2025, CRM decreasing from 22.1% to 9.7%, and email platforms dropping from 24.3% to 13.7%. This shift marks a departure from previous years of routine replacements, as reported in the survey.

At the Spring 2026 MarTech conference, participants in the MarTech Vibe Marketing Lab engaged in hands-on collaboration to create marketing tools for Harlem Grown, a nonprofit dedicated to urban farming and youth mentorship, where one team developed a story engine to transform a single impact story into various content pieces while maintaining consistent voice.