Q4 2026
SPM Newsletter
What's moving in sales compensation and performance management.
This quarter, vendors moved AI from pitch decks to production, and customers are still catching up.
A handful of vendors launched features they had only demoed a year ago, and comp teams are starting to ask harder questions about what these tools actually change. Two new studies frame what the numbers show, our joint survey with Alexander Group on AI adoption inside comp functions, and the Sales Management Association's SPM Solution Practices study. Together they give the practitioner context behind the vendor moves and analysis below.
Research Spotlight
AI-Enabled Sales Comp Organization Survey
SPM Solution Practices
Vendor Roundup
No SPM or incentive comp news this quarter.
Anaplan's Q3 news was limited to partner awards.
Last quarter: Anaplan promoted its "Agentic Enterprise" positioning: role-based AI agents for CRO, CFO, CHRO, and supply chain.
Customers using Anaplan for territory and quota planning should watch how its pitch changes now that Varicent has launched its own planning engine inside SPM.
Named a Leader in the 2026 Gartner Magic Quadrant for SPM, for Ability to Execute and Completeness of Vision.
Varicent and Xactly are also Leaders, so enterprise shortlists now include a third option on a newer platform.
CaptivateIQ credits its unified architecture and CaptivateIQ Agents, launched in May. The Agents put an AI agent at each stage of comp and sales planning, on top of its SmartGrid modeling layer.
Ask CaptivateIQ for production references for its Agents, not just the Gartner placement.
No new announcements this quarter.
Last quarter: In June, Performio claimed AI agents cut ICM implementation from months to weeks.
A September article on a $75M raise from JMI Equity recycles the 2022 round. It is not new funding.
No standalone Incentive Management release this quarter.
SAP's July Q2 customer experience roundup placed SAP Incentive Management inside its CX portfolio. It cited real-time performance insights, dispute management, tools to design, test, and launch plans, and AI plan optimization recommendations.
That was a roundup, not a launch. Confirm what is generally available before you plan around it.
Launched Foresight on September 29, a planning engine that models capacity, territories, quotas, and incentives in one model.
Foresight runs alongside Varicent's transaction engine, which still calculates incentives.
Varicent's August survey of 1,055 revenue, sales, and finance leaders found plan quality was the strongest predictor of beating target.
In July, Gartner named Varicent a Magic Quadrant Leader for SPM for the eighth straight year. It ranked first in all three Critical Capabilities use cases.
ServiceNow will bundle Xactly's Intelligent Revenue Platform with ServiceNow CRM, announced August 12.
Sellers see commission and quota impact inside ServiceNow CPQ and sales workflows. Leaders see attainment risk. Users can ask comp questions in plain language.
The link runs on a direct API and a Model Context Protocol (MCP) server, building on April's agent-to-agent dispute integration. In July, Gartner also named Xactly a Magic Quadrant Leader for SPM.
Pre-close earnings estimates only help if they match final credit. Test that before rollout.
Analyst Corner
ML for quota setting works only when revenue is predictable and the organization is ready.
Alexander Group describes four levels of ML use, from not recommended to ML-led. Even ML-led quotas stay anchored to top-down goals.
In one client case, the model shifted targets toward territory opportunity and capacity. Leaders who overrode it had to justify the change.
A companion piece argues one plan cannot drive both consumables and equipment sales. It recommends a separate, modest equipment component so lumpy deals do not distort earnings.
Gartner predicts AI agents will outnumber sellers 10 to 1 by 2028, but fewer than 40% of sellers will say agents improved their productivity.
Gartner recommends a central context layer for sales data, and measuring AI by seller capacity gained, not time saved.
If agents change what a seller can carry, capacity and quota assumptions must change with it.
Nearly 90% of companies use AI in at least one function, but only 37% attribute any EBIT impact to it.
McKinsey's 2026 B2B Pulse survey of nearly 4,000 decision-makers found 60% of market leaders post double-digit revenue growth, versus 21% of laggards. AI high performers are about three times as likely to have redesigned workflows.
When workflows change, the seller roles and metrics that comp plans pay on must change too.
US salary increase budgets for 2027 are projected at 3.4%, against 3.5% actual in 2026.
WTW surveyed 1,650 US organizations. Employers are shifting from bigger budgets to targeted pay.
Expect a flat base-pay benchmark for 2027 and more weight on the variable side of target total cash.
Industry Pulse
Weak wage growth, not job counts, is the labor market signal to watch.
A Bloomberg Opinion column on the July jobs report argues sluggish wage growth is the bigger concern. The report also showed large downward revisions.
Supports modest target pay increases in 2027 plans. Stronger August jobs data shows the signal is mixed.
About 11 million US workers may need to change occupations by 2035, and sales is among the most affected groups.
Forbes reports a McKinsey Global Institute estimate of about 770,000 occupational shifts a year. More than 75% are in office support, retail and sales, and transportation and logistics.
Plan multi-year role architectures for fewer, differently scoped sales roles, and for the pay mix and coverage changes that follow.
At Shanghai startup Black Lake, 7 of the 10 most senior sellers preferred an AI coach's advice over their top human sales leader's.
Sellers wore pins that recorded their conversations and location. The data fed an AI coaching agent. The founder still argues motivating a team takes a person.
If coaching shifts to AI, revisit sales manager roles and the overrides and coaching metrics used to pay them.
Agentic AI is erasing the line between sales and marketing, and incentives need to follow.
Doug J. Chung and four McKinsey partners argue most companies still deploy AI separately in each function. They call for rethinking workflows, metrics, incentives, and responsibilities so sales and marketing run as one continuous loop.
Revisit crediting rules and sales/marketing splits before AI makes the handoff invisible.
Employers are using new AI services to pinpoint who is paid too much or too little.
The Journal looks at pay-benchmarking tools that flag individual pay outliers.
Expect more data-driven scrutiny of sales target total cash and pay mix, and more pressure to document rationale where pay transparency rules apply.
Join the Sales Comp Community
Insights, tips, and strategies from seasoned sales comp professionals.
Join Now