Pulse Survey Series
The sales comp operations efficiency report
We surveyed nearly 100 sales compensation leaders to understand where compensation administration is working, where inefficiencies persist, and how gaps affect plan agility, effectiveness, and revenue impact.
Built from survey responses from organizations including:
Key takeaways
Sales comp admin is mastering payouts. But is the plan working?
Our pulse survey found that comp admin is still optimized for execution, not effectiveness. Teams are ensuring accurate payouts, but fragmented systems and manual processes are limiting the ability to improve plans, prove impact, and use compensation as a true, agile revenue lever.
It's still running like a cost center
Manual work, fragmented systems, and reactive processes mean that teams are largely focused on payout control instead of plan improvement.
Current priorities
reveal a disconnect
Leaders cite quota fairness, plan complexity, and performance visibility as bigger motivation challenges than payment errors or disputes, but the former aren't where resources are most often allocated.
Plan effectiveness is undermeasured
Most teams are not regularly analyzing whether plans are driving the intended seller behaviors or return on incentive spend.
FAST STATS
Findings at a glance
Strategic capacity is sidelined for admin work:
say data prep is one of their top sales comp admin effort areas.
don't conduct plan effectiveness analysis regularly (or only do so during plan design).
say data availability, timeliness, or quality limits comp plan agility.
don't track any comp admin efficiency or effectiveness metrics.
Don't conduct any plan effectiveness analysis at all.
The operating model is still fragmented:
use spreadsheets in their sales comp admin process.
describe their compensation environment as fragmented or lacking a clear system of record.
of respondents are not primarily operating from a single system.
The motivation mismatch
Most teams have traditional comp admin outputs largely covered:
of respondents reported timely end-of-period statements.
reported ≥98% payout accuracy.
The motivators break upstream
Perceived quota fairness, plan complexity, and lack of proactive guidance indicate seller experience may be falling short.
say sales targets are perceived as unfair or unrealistic.
say complex plan designs negatively impact motivation.
estimate sellers spend five or more hours per month shadow accounting.
report providing next-best-actions to help sellers improve performance.
part 1
Comp admin teams currently struggle to prioritize effectiveness
Below you'll find the biggest factors keeping the function stuck in tactical execution.
Insight 1
Teams are spending more time maintaining the machine than improving it
The data shows comp admin teams are disproportionately focused on routine execution tasks rather than plan effectiveness and ongoing optimization.
The implication
There's a strategic capacity issue.
Data preparation, manual adjustments, plan changes, and dispute support are necessary.
But when these tasks require too much of a team's capacity, there's simply less time to analyze whether compensation plans are working.
With admin work dominating, we see teams are not necessarily getting time to inspect how comp can better support business performance.
And so, today, incentive plan optimization is taking a back-seat, meaning less motivated sales teams and revenue left on the table.
Forma.AI recommends
Identify the activities consuming the most recurring admin capacity
Comp leaders, once you see what's actively taking up the most time (data preparation, manual adjustments, etc), consider which of these activities truly requires compensation expertise, and which exist because the process just hasn't evolved.
- Activities driven by repetitive rules should become candidates for automation, or improved system support. Consider where AI can be applied for standardization and true process transformation.
- Reserve the team's expertise for higher-value work like plan effectiveness, incentive ROI, and performance improvement.
The goal: spend less time administering compensation and more time improving its impact.
Community commentary
"It’s easy to fall into a reactive mode, so sales compensation leaders must guide prioritization and optimize strategically. Be sure to take the necessary time to define a vision, reset expectations as needed, and ensure the team stays focused on what matters most."
Insight 2
Admin teams are more likely to track payout accuracy & budget than process quality or seller burden
Many teams track payout accuracy and adherence to budget, but fewer measure indicators of how efficiently the process runs (including factors like manual effort, dispute volume, resolution time, and shadow accounting).
implication 1
You can't improve what you don't measure
Payout accuracy and incentive spend only show whether the process produced the intended outcome.
They don't reveal how much manual effort, dispute handling, payout delay, seller verification, or administrative overhead was required, or whether the process can scale.
implication 2
Leaders currently have an incomplete view of the function's health
A compensation process can look effective by traditional measures while still being slow, brittle, and expensive.
If you're not tracking process drag or seller burden, you're likely to miss the hidden costs: drained team capacity, slower response to business changes, more seller shadow accounting, and lower confidence in the compensation system.
Forma recommends
Track core control metrics, but pair them with indicators revealing how efficiently the comp process operates.
At minimum, teams should track:
- payout cycle time
- dispute volume
- dispute resolution time
- manual adjustment burden
- seller shadow accounting
- first-line sales manager time lost due to answering questions, researching issues, etc.
These metrics should be reviewed regularly for recurring sources of friction, capacity constraints, and opportunities for process improvement.
It's time to move beyond measuring payout accuracy and start measuring if the process is fast enough to support the business.
Insight 3
Plan effectiveness analysis is not a regular discipline
Many organizations don't have a consistent rhythm for evaluating whether plans are driving intended outcomes.
The implication
You may be discovering plan problems
after your window to act has closed
Without regular plan effectiveness analysis, you have limited visibility into whether incentives are changing the right behaviors or where spend isn't producing the intended return.
By the time these issues surface via missed targets, rep attrition, or planning-cycle feedback, you may have already spent months rewarding the wrong behaviors or operating against a plan that's not working as intended. Eventually you may even incur challenges with recruiting top sales talent.
A regular effectiveness discipline gives you the signals to identify problems early, adjust with greater confidence, and carry stronger evidence into the next planning cycle.
Forma.AI recommends
Routinely review plan effectiveness to proactively spot issues
For this, define a set of recurring questions to review during QBRs or similar business reviews. I.e.:
- Are incentives driving the behaviors we intended?
- Are the performance distributions healthy by job and peer group (especially critical sales jobs with the most sales influence and pay at risk)?
- Where are sellers confused, disputing, or shadow accounting?
- Is incentive spend aligned to the outcomes the business most wants?
- What plan adjustments should be considered before the next cycle?
Ultimately, create a repeatable feedback loop between plan design, payout execution, seller experience, and business performance.
The goal? Get comp iteratively improving as part of regular operating cadence (instead of waiting for the next annual redesign)
Community commentary
"There's an irony here. We pour months into designing the perfect comp plan, then barely look at it again until the next planning cycle. To me, a decent plan that gets monitored and adjusted regularly will outperform a better crafted one nobody revisits. The cost of ignoring it shows up in your pipeline, your retention, your GTM bets, all quietly being driven by assumptions that are already dated. Teams getting this right treat plan effectiveness like a product metric: always on, always informing the next iteration, not a post-mortem when the damage is done."
Insight 4
Despite dedicated SPM solutions, spreadsheets often fill gaps in the operating model
While spreadsheets remain valuable for ad hoc analysis and exploration, some teams may be dependent on them to bridge systems, reconcile data, or create visibility their primary SPM platform doesn't provide.
The implication
Too many teams need to leave their SPM/ICM platform to get work done
In practice, spreadsheets often become the place where teams reconcile data, manage exceptions, adjust payout logic, model scenarios, or bridge gaps between systems.
It may help teams move fast in the short term, but it creates hidden risk with offline logic, manual handoffs, harder audits, slower changes, and reliance on individual expertise.
Forma.AI recommends
Update your highest-risk workflows
Excel can still be useful for scenario modeling and early-stage admin tasks, so spreadsheet usage isn't a failure of the team per se, but it's a signal to investigate process gaps.
You should audit spreadsheet usage across the end-to-end comp admin workflow to distinguish between spreadsheets used to support analysis versus ones the comp process depends on to operate.
- Document which files are used, who owns them, what data or logic they contain, how frequently they're updated, and whether a payout, adjustment, or seller-facing process would break without them.
- If a spreadsheet is carrying payout logic, managing exceptions, reconciling data, or supporting seller-facing workflows, it has likely become part of the production infrastructure.
- Then work to move the highest-risk workflows into standardized, governed systems and processes. Prioritize use cases based on business criticality, manual effort, audit risk, and dependency on individual expertise.
Join the leaders behind the data
Insights like these start in the Sales Comp Think Tank: Forma.ai’s private community for experienced compensation leaders. Members contribute to pulse research and shape the conversations moving the function forward.
Insight 5
Fewer teams today operate from a single system of record
Admin teams may still get payouts out the door, but with compensation data, logic, approvals, and adjustments spread across multiple systems, it becomes harder to move quickly, govern changes, and trust the process end to end.
The implication
While connected systems can scale;
fragmented systems create
operational risk
Most organizations need to connect compensation data across CRM, HRIS, finance, BI, and SPM/ICM tools. The distinction is whether these systems run through a clear, governed source of truth for sales performance or if teams are relying on manual bridges, offline reconciliation, and unclear ownership to keep compensation moving.
Ultimately, having technology in place doesn't mean the sales compensation process is connected or scalable.
A team may have dedicated platforms and still struggle with fragmented data flows, unclear ownership, manual handoffs, and inconsistent decision records.
Forma.AI recommends
Map where your comp data, logic,
adjustments, approvals, and reporting actually live
Leaders, across your current process and systems:
- Pay particular attention to where teams are
reconciling information, maintaining duplicate
records, or relying on manual workarounds to move compensation data between systems. - From there, work toward a common sales performance data foundation where comp, planning, seller performance, and incentive decisions are connected and governed from the same source of truth.
- Reserve the team's expertise for higher-value work like plan effectiveness, incentive ROI, and performance improvement.
The goal: You want to ensure critical compensation decisions,calculations, and changes are visible, auditable, and operating from trusted data, enabling faster decisions, stronger governance, and more confidence in your performance outcomes.
Community commentary
"The nature of sales compensation is that there are multiple sources and versions. There are many players across my different departments, with a mixed bag of priorities, each with their own pressures and limitations. Plus it's very common for the user of this data to be isolated only to their specific area. The successful Sales Comp leader influences and moves the organization forward despite this disparity."
Insight 6
Agility is being constrained by data, tooling, and manual effort
Respondents to our survey say their ability to adapt compensation plans quickly is limited most by data availability, system functionality, manual payout work, and difficulty modeling the impact of plan changes.
The implication
Teams likely can't redirect
performance in time for revenue impact
To turn a decision into a live compensation change, today's teams are facing obstacles ranging from timely data to a lack of tool capability. In other words, it's not due to creativity or business direction.
You may know exactly when seller focus needs to shift in response to changing market conditions, but if incentive changes arrive late, your chance to act to influence behavior passes.
Ultimately, it's not enough to know the right decision. You need to be able to implement it fast.
Forma.AI recommends
Ensure your incentive changes can be fast enough to matter, yet controlled enough to trust.
Longterm, agility can't depend on late nights or a few people knowing how to safely push changes through the system.
You need a repeatable change motion empowering the team to model impact, govern decisions, update plan logic, communicate changes, and track results confidently.
Focus on four priorities:
- Improve your data readiness so plan changes are built on trusted, timely inputs.
- Assess platform flexibility so changes, exceptions, approvals, and seller updates don't require manual workarounds.
- Reduce recurring payout-cycle work so admin capacity is not fully consumed by getting payments out.
- Build cost modeling into the change process so leaders can understand financial and seller impact before launch.
Insight 7
Many comp admin teams are managing significant plan complexity
Our data shows plan complexity is not isolated to a small set of large enterprises. Many organizations are managing 21+ compensation
plans, regardless of whether the comp admin team itself is especially large.
The implication
Complexity is creating operational burden well before teams get to strategic work
Managing a large number of compensation plans increases the number of rules, exceptions, dependencies, changes, and reporting requirements teams need to support.
With the data showing this is common across organizations of different sizes, it suggests many teams are spending substantial capacity simply keeping the process running — which means less time can be allocated for plan effectiveness analysis, modeling, and more strategic performance support.
part 2
What comp admin inefficiency costs
Our next set of findings look at the consequences of keeping comp admin focused on execution alone. The data shows the cost of cost-center comp admin for the business, why effectiveness remains hard to measure, and why more resources don't necessarily solve the problem.
Insight 8
Plan effectiveness is thought to impact seller motivation even more than accurate payout execution
Our survey respondents were much more likely to cite quota fairness and complex plan design as factors negatively affecting seller motivation than payment inaccuracies, payout delays, or slow dispute resolution. This suggests leaders know accurate execution won't compensate for a plan sellers perceive as unrealistic or difficult to act on. But this doesn't correspond to where efforts are being directed (per prior insights).
The implication
Accurate payouts can't compensate for
an ineffective plan
When quotas are perceived as unrealistic or plan mechanics too complex, sellers can't connect their daily actions to the outcomes the business wants.
This only weakens participation, distorts priorities, and reduces the return on incentive spend (even when payouts are calculated accurately and delivered on time).
It's ultimately why plan effectiveness is such an important discipline. Comp teams need visibility into whether plans are understood, trusted, aligned to the role, and changing behavior in the intended way. Without this, your organization risks discovering the plan failed only after performance already missed the mark.
Insight 9
Admin processes share what happened, but few help sellers know what to do next
Most organizations prioritize the core mechanics of seller compensation visibility (accurate payouts and timely statements). But fewer have extended visibility into more proactive forms of performance support, (like manager coaching insights, plan effectiveness analytics, or next-best-action guidance)
The implication
Seller experience currently doesn’t account for best-next-action
What sellers are earning and whether payouts are accurate? These basics matter.
But our data shows a steep drop-off in capabilities that support dispute transparency, plan effectiveness analysis, manager coaching, and proactive seller guidance.
Consider that you may be reducing confusion with comp admin today, but your opportunity is to make compensation more useful while performance is still in motion: with better coaching signals and active guidance helping sellers connect daily actions to bigger, better paychecks.
Forma recommends
Examine the gap
Evaluate whether your seller experience simply helps reps confirm compensation after the fact, or actively helps them spot immediate opportunity to influence revenue while there's still time to act.
Leading organizations are using compensation data to support manager coaching, reinforce incentive priorities, and provide guidance sellers can act on during the performance period.
Insight 10
Larger admin teams report being constrained by data & systems
In our segmented analysis, larger comp admin teams were actually more likely to cite data availability and lack of system/platform functionality as agility constraints.
So the issue isn't merely how many people support the function. It's whether teams have the data and system support required to operate effectively.
This suggests more headcount may help with workload, but it doesn't remove the structural barriers keeping comp administration from becoming more strategic.
Hiring more FTEs does not solve the plan effectiveness gap
We found larger comp admin teams were not more likely to run effectiveness analysis. Even as headcount increases, without connected systems and scalable plan infrastructure, there is limited strategic capacity.
The implication
Adding headcount without changing the operating model will only scale the inefficiency
The challenge is not workload alone. It is whether the teamhas the systems, data, and workflows needed to turn added capacity into more strategic work.
If these underlying constraints remain, additional FTEs may help take onmore plans, exceptions, reconciliation, andpayout-cycle activity, but they won't create more time orcapability for plan effectiveness analysis. The organization can end up with a larger and more expensive team that isstill constrained by the same data gaps, rigid systems, and manual processes.
To improve, leaders need to scale the operating model alongside the team, not just add more people to manage its limitations.
The Kicker
Payout execution alone can no longer be the bar for success
The data we collected points to a central conclusion: comp admin is still largely managed as a payout execution function in practice, but its greatest business impact depends on whether it can support plan effectiveness and seller motivation.
The BIG takeaway
While foundational, payout accuracy, timing, and spend control are simply no longer enough to define whether comp admin is working.
For sales compensation to become a true revenue-performance lever, organizations need an operating model connecting administration to effectiveness. Think trusted data, governed workflows, scalable plan infrastructure,timelyseller visibility, and a regular feedback loop between plan design, compensation operations, and business outcomes.
A modern comp admin function can't only answer, “did we pay correctly?” It must also help the business answer, “are our plans clear, fair, adaptable, and effective enough to drive the performance we need?”
What can efficiency look like?
See what better comp operations can unlock
100M+ transaction lines across 2,500+ payees
With Forma.ai, Autodesk supports complex incentive calculations across 2,500+ payees, 1,900 channel partners, and 100M+ transaction lines, while giving its compensation team more capacity for analytics, planning, and strategic guidance.
$1M in direct cost savings
Procom leveraged Forma.ai to reduce commission codes by 90%, decrease commission execution time by 67%, and give sellers and leaders more real-time visibility into compensation.
See it in your world
The gap in this report is the one Forma.ai closes
See how leading comp teams are moving from administering payouts to driving plan effectiveness.
Shape the future in the Think Tank
Reports like this one are only possible with your help.
Join our invite-only community of sales comp leaders who meet regularly, and contribute to original data like this in pulse surveys.