G2 Report Finds Pragmatic Shift in Agent Adoption

G2’s 2026 AI Agents Report found that 66% of organizations have AI agents in limited or scaled production, with adoption growing 25% year over year. The report describes a shift from early adopters, often visionary CEOs, toward budget holders and daily users who want measurable results. In mature, high-volume workflows, four out of five organizations reported cycle-time improvements of around 11%, while half reported speed gains of up to 25%. G2 Chief Innovation Officer Tim Sanders said vendors should make the case for repeatable operational gains and emphasize change management and customer stories.

Trust remains a barrier even as adoption rises. G2 calls the ongoing cost of monitoring agents a “Distrust Tax”: 31% of B2B organizations spend six or more hours a week overseeing agents, and 45% said oversight and rework consume more than one-quarter of productivity gains. Organizations spend 26% of their time reviewing outputs, 24% fixing errors and 22% approving actions. Only 53% trust agents to take fully autonomous actions in low-risk workflows; production checks include human reviews at 52%, security reviews at 48% and legal reviews at 41%.

Agent ownership is also often decentralized: 47% said ownership and control are informal or department-led, while 23% said agents are centrally governed. The report warns that shadow agents can access data, trigger workflows and consume tokens and software services, creating costs and support work. Central IT, AI, data and machine-learning teams manage 49% of agent operating costs and hold 60% of governance accountability. G2 recommends that vendors make agents self-documenting, build in monitoring and recovery controls, and support multi-vendor environments through open APIs and connectors.

The report found that 42% of organizations are investing in agent-builder platforms, including those from Salesforce, ServiceNow and Microsoft, while 27% are investing in ready-made agents for specific functions or industries. Sanders said specialized vendors can compete through domain expertise. Pricing is shifting toward usage: pay-as-you-go pricing based on consumption or completed tasks rose from 38% in 2025 to 57% in 2026, while fixed pricing fell from 35% to 21%.

G2’s 2026 AI Agents Report found that 66% of organizations have AI agents in limited or scaled production, with adoption growing 25% year over year. The report describes a shift from early adopters, often visionary CEOs, toward budget holders and daily users who want measurable results. In mature, high-volume workflows, four out of five organizations reported cycle-time improvements of around 11%, while half reported speed gains of up to 25%. G2 Chief Innovation Officer Tim Sanders said vendors should make the case for repeatable operational gains and emphasize change management and customer stories.

Trust remains a barrier even as adoption rises. G2 calls the ongoing cost of monitoring agents a “Distrust Tax”: 31% of B2B organizations spend six or more hours a week overseeing agents, and 45% said oversight and rework consume more than one-quarter of productivity gains. Organizations spend 26% of their time reviewing outputs, 24% fixing errors and 22% approving actions. Only 53% trust agents to take fully autonomous actions in low-risk workflows; production checks include human reviews at 52%, security reviews at 48% and legal reviews at 41%.

Agent ownership is also often decentralized: 47% said ownership and control are informal or department-led, while 23% said agents are centrally governed. The report warns that shadow agents can access data, trigger workflows and consume tokens and software services, creating costs and support work. Central IT, AI, data and machine-learning teams manage 49% of agent operating costs and hold 60% of governance accountability. G2 recommends that vendors make agents self-documenting, build in monitoring and recovery controls, and support multi-vendor environments through open APIs and connectors.

The report found that 42% of organizations are investing in agent-builder platforms, including those from Salesforce, ServiceNow and Microsoft, while 27% are investing in ready-made agents for specific functions or industries. Sanders said specialized vendors can compete through domain expertise. Pricing is shifting toward usage: pay-as-you-go pricing based on consumption or completed tasks rose from 38% in 2025 to 57% in 2026, while fixed pricing fell from 35% to 21%.