Step 1: Diagram the Selling Process
Work with Sales to fully understand how they actually sell
Current Approach
Manual Process
- Interview VP Sales, RVPs, Directors (3-4 weeks)
- Whiteboard the selling stages
- Document in PowerPoint or Word
✦ AI-Enhanced (Copilot)
"Generate a stakeholder interview guide for VP Sales covering comp plan effectiveness, alignment to strategy, and retention concerns."
| Stage | Duration | Key Activities |
|---|---|---|
| Prospect | 1-2 weeks | Outreach, qualification |
| Discovery | 2-3 weeks | Needs analysis, demo |
| Proposal | 1-2 weeks | Pricing, negotiation |
| Close | 1-2 weeks | Contract, legal |
| Onboard | 2-4 weeks | Implementation, training |
Agentic Approach
Agent Instruction
"Analyze our CRM pipeline data, win/loss records, and call recordings. Map the actual selling process — not what leadership thinks it is."
Agent Output — Pipeline Intelligence
Discovered Selling Cycle — 6.2 Weeks Avg
Prospect (1.1w)
Discovery (1.8w)
Proposal (1.2w)
Close (0.8w)
Onboard (1.3w)
⚠ Finding Discovery stage 40% longer than industry avg — reps doing technical demos that SE should own
73%Win rate
at proposal
at proposal
6.2Weeks
avg cycle
avg cycle
$48KAvg deal
size
size
Step 2: Document Sales Roles
See if roles have changed or if a new one is required
Current Approach
Manual Process
- Inventory all selling roles with Sales leadership
- Build a roles table: role, level, reporting line
- Identify roles changing or being added
✦ AI-Enhanced (Copilot)
"Current roles: RSM, AE, ISR. Adding a 'Local Sales Rep.' Evaluate fit and hierarchy."
| Role | Scope | Level | Reports To |
|---|---|---|---|
| Reg. Sales Mgr | Full region | L5 | VP Sales |
| Account Exec | Named accts | L4 | RSM |
| Local Rep (NEW) | Local territory | L3 | RSM |
| Inside Sales | Inbound | L2 | RSM |
Agentic Approach
Agent Instruction
"Pull our HRIS org chart, CRM ownership data, and quota assignments. Identify role overlaps, orphaned accounts, and any roles that don't match the selling process."
Agent Output — Role Intelligence
Role Coverage Map
| Role | Headcount | Accounts | Coverage | Status |
|---|---|---|---|---|
| RSM | 4 | — | — | ✓ Clean |
| Account Exec | 12 | 186 | 15.5/rep | ✓ Clean |
| Inside Sales | 6 | 340 | 56.7/rep | ⚠ Overloaded |
| ⚠ 23 accounts have NO assigned rep — $1.2M ARR unmanaged | ||||
Recommendation
New "Local Sales Rep" role would absorb 23 orphaned accounts + offload 40% of ISR territory. Projected +$380K recovered revenue.
Step 3: Set Target Total Compensation
Use market data and internal equity to establish TTC at 100% attainment
Current Approach
Manual Process
- Purchase market survey data (Radford, Mercer, CompData)
- Match internal roles to survey benchmarks
- Set target percentile (50th, 75th) based on strategy
✦ AI-Enhanced (Copilot)
"Here's our roles table and market data. Suggest TTC for each role targeting 60th percentile."
| Role | Current TTC | Market 60th | Gap |
|---|---|---|---|
| RSM | $210K | $225K | -7% |
| Account Exec | $145K | $150K | -3% |
| Inside Sales | $82K | $85K | -4% |
Agentic Approach
Agent Instruction
"Cross-reference our market survey data with actual pay, turnover data, and offer acceptance rates. Show me where we're losing people because of comp."
Agent Output — Comp Competitiveness
Pay vs. Retention Risk Heat Map
Risk Alert
🔴 Critical AE role at 42nd percentile — 3 of last 5 departures cited comp. Offer declines up 60% YoY. Recommend immediate adjustment to 65th → $158K TTC.
Step 4: Establish Pay Mix
How much of TTC is base salary vs. incentive payout?
Current Approach
Manual Process
- Decide base/incentive split per role
- Hunter roles: aggressive (50/50 – 60/40)
- Farmer roles: conservative (70/30 – 80/20)
✦ AI-Enhanced (Copilot)
"Evaluate these proposed pay mixes for consistency with industry norms."
| Role | Base | Variable | TTC |
|---|---|---|---|
| RSM | 65% | 35% | $225K |
| Account Exec | 55% | 45% | $150K |
| Inside Sales | 75% | 25% | $85K |
Agentic Approach
Agent Instruction
"Simulate pay mix scenarios for each role. Show me the impact on cost, earnings distribution, and quota attainment at different mix levels."
Agent Output — Pay Mix Simulator
AE Pay Mix — Scenario Analysis
| Scenario | Base/Var | Cost @100% | Cost @120% | Turnover Risk |
|---|---|---|---|---|
| Conservative | 70/30 | $150K | $159K | Medium |
| ★ Recommended | 55/45 | $150K | $163.5K | Low |
| Aggressive | 50/50 | $150K | $165K | Low |
55/45 mix optimal: motivates overperformance while keeping base above living-cost threshold in all territories. Annual cost delta vs. current: +$12K across 12 AEs.
Step 5: Define Incentive Metrics & Weights
What components make up the incentive payout, and how much does each matter?
Current Approach
Manual Process
- Choose 2-4 metrics per role
- Assign weights summing to 100%
- Revenue, growth, new logos, retention, etc.
✦ AI-Enhanced (Copilot)
"AE metrics: revenue 50%, revenue growth 35%, new logos 15%. Evaluate and flag any issues."
| Metric | Weight | Type |
|---|---|---|
| Assigned Revenue | 50% | Volume |
| Revenue Growth | 35% | Growth |
| New Logos | 15% | Acquisition |
Agentic Approach
Agent Instruction
"Backtest these metric weights against last 2 years of actual performance data. Which metrics actually drove the behaviors we wanted?"
Agent Output — Metric Effectiveness
Metric Correlation to Business Outcomes
⚠ Issue New logo metric at 15% weight drove only 3 new logos last year — reps ignore it. Recommend: increase to 25% with kicker above 2 logos/quarter, or replace with pipeline generation.
Step 6: Set Payout Frequency
Monthly? Quarterly? Annually? Match frequency to selling cycle
Current Approach
Manual Process
- Match payout cadence to deal close cycles
- Short cycles (SaaS) → monthly payouts
- Long cycles (enterprise) → quarterly
- Balance admin burden vs. motivation
✦ AI-Enhanced (Copilot)
"Evaluate proposed payout frequencies for consistency across our role hierarchy."
| Role | Frequency | Rationale |
|---|---|---|
| RSM | Quarterly | Mgmt overlay, longer view |
| Account Exec | Monthly | 4-6 week cycles |
| Inside Sales | Monthly | High volume, short cycle |
Agentic Approach
Agent Instruction
"Analyze deal close patterns by month. Show me seasonality, end-of-quarter spikes, and whether monthly vs quarterly payouts would change sandbagging behavior."
Agent Output — Payout Cadence Analysis
Deal Close Distribution — Last 12 Months
spike
spike
spike
JanMarJunSepDec
⚠ Sandbagging 62% of quarterly revenue closes in Month 3. Moving AEs to monthly payouts would spread deals more evenly — projected 15% reduction in end-of-quarter spikes.
Step 7: Run Financial Modeling
Statistical modeling using historical data and predictive tools
Current Approach
Manual Process
- Build Excel models with historical data
- Run scenarios: worst/expected/best case
- Coordinate with Finance for budget constraints
✦ AI-Enhanced (Copilot)
"Walk me through the modeling logic and help build performance scenarios for our 12 AEs."
| Scenario | Total Payout | % of Revenue |
|---|---|---|
| Floor (60% attain) | $648K | 4.2% |
| Target (100%) | $1.08M | 5.1% |
| Upside (130%) | $1.62M | 5.8% |
Agentic Approach
Agent Instruction
"Run a Monte Carlo simulation on the proposed plan across all reps. Show me payout distribution, cost-of-sales range, and identify any reps who'd earn disproportionately."
Agent Output — Financial Model
Monte Carlo — 10,000 Simulations
$1.1MMedian
payout
payout
5.2%Cost of
sales
sales
$1.7M95th pctl
max cost
max cost
$600K$1.1M$1.7M+
⚠ Flag Rep #7 (J. Martinez) earns 2.4x median in 78% of simulations — territory is oversized. Recommend territory split or cap at 200%.
Step 8: Write the Plan Document
Standard format for all plans; attach global terms & conditions
Current Approach
Manual Process
- Use standard template (Word/PDF)
- Document all design decisions
- Attach T&Cs (clawbacks, disputes, etc.)
✦ AI-Enhanced (Copilot)
"Here's our standard format and design decisions. Draft the AE plan document."
Generates a first draft covering: eligibility, TTC, pay mix, metrics, weights, payout schedule, quota methodology, and standard T&Cs. Still requires manual review for legal gaps and plain-language clarity.
Agentic Approach
Agent Instruction
"Generate the plan document from our approved design. Cross-check against compliance rules, flag any missing clauses, and produce versions for each role."
Agent Output — Plan Generator
Generated Documents
| Document | Pages | Compliance | Status |
|---|---|---|---|
| AE Plan FY26 | 8 | ✓ Passed | Ready |
| RSM Plan FY26 | 7 | ✓ Passed | Ready |
| ISR Plan FY26 | 6 | ⚠ Review | 1 flag |
| Global T&Cs | 4 | ✓ Passed | Ready |
⚠ ISR Flag Missing CA Labor Code §204.1 commission timing clause — required for CA-based reps. Auto-inserted from compliance library.
Step 9: Coordinate Stakeholder Approval
Get sign-off from Sales, Finance, Legal, and executive leadership
Current Approach
Manual Process
- Schedule review meetings with each stakeholder
- Prepare executive summary deck
- Chase approvals via email
- Track sign-offs in a spreadsheet
✦ AI-Enhanced (Copilot)
"Draft the executive summary and anticipate questions from Finance, Legal, and leadership."
Generates a 1-page exec summary with key decisions, cost impact, and risk assessment. Prepares a FAQ document with anticipated objections and responses.
Agentic Approach
Agent Instruction
"Generate stakeholder-specific briefing packets, route for digital approval, and track status. Pre-answer likely objections with data from our modeling."
Agent Output — Approval Workflow
Approval Status — Real-Time
| Stakeholder | Packet | Status | ETA |
|---|---|---|---|
| VP Sales (Chen) | Sent Mar 15 | ✓ Approved | — |
| CFO (Williams) | Sent Mar 15 | ⏳ Pending | Mar 21 |
| Legal (Patel) | Sent Mar 16 | ✓ Approved | — |
| CEO (Brooks) | Queued | ⏸ Blocked | After CFO |
CFO flagged cost concern — agent auto-generated comparison: New plan +$85K vs. current, but projected attrition savings of $240K (3 fewer AE departures). Net savings: $155K.
Step 10: Plan the Transition
Identify impacted reps and design transition mechanisms
Current Approach
Manual Process
- Compare old plan vs. new plan per rep
- Identify who wins and who loses
- Design transition guarantees (ramp, holdbacks)
- Decide effective date and transition period
✦ AI-Enhanced (Copilot)
"Which reps are most impacted by the plan change? Suggest transition mechanisms."
| Rep | Old TTC | New TTC | Impact |
|---|---|---|---|
| Smith, J. | $142K | $150K | +6% |
| Lee, M. | $148K | $150K | +1% |
| Davis, R. | $155K | $150K | -3% |
Agentic Approach
Agent Instruction
"Model every rep's earnings under old vs. new plan using actual YTD pipeline. Flag anyone losing >5% and auto-generate transition guarantee proposals."
Agent Output — Transition Impact
Rep-Level Impact Analysis (12 AEs)
8Reps
benefit
benefit
3Reps
neutral
neutral
1Rep
impacted
impacted
Auto-Generated Transition Plan
R. Davis (‑3%) — Top performer, Q1 pipeline $420K.
Proposed guarantee: 90-day earnings floor at old plan rate.
Cost: $1,250 | Risk if no guarantee: high flight risk ($180K replacement cost)
Proposed guarantee: 90-day earnings floor at old plan rate.
Cost: $1,250 | Risk if no guarantee: high flight risk ($180K replacement cost)
Step 11: Communicate to Participants
The bigger the change, the more personal the communication
Current Approach
Manual Process
- Draft plan summary one-pager
- Create FAQ document
- Build manager talking-points toolkit
- Schedule kickoff meeting
✦ AI-Enhanced (Copilot)
"Draft all participant-facing materials — plan summaries, FAQs, manager toolkits."
Generates template-based materials: plan summary PDF, standard FAQ (15 questions), and a manager script. One-size-fits-all.
Agentic Approach
Agent Instruction
"Generate personalized rollout packets for each rep — show their specific plan changes, new targets, and what it means for their earnings. Plus a manager brief per team."
Agent Output — Personalized Comms
Generated Deliverables
| Asset | Count | Personalized? |
|---|---|---|
| Rep Plan Letters | 12 | ✓ Per rep |
| Manager Briefs | 4 | ✓ Per team |
| FAQ Document | 1 | Standard |
| Kickoff Deck | 1 | ✓ Data-driven |
Each rep letter includes: personal TTC change, new metric weights, projected Q1 earnings at current pipeline, and a side-by-side comparison. Total generation time: 45 seconds.
Step 12: Configure Systems & Implementation
Update spreadsheets, databases, or ICM tools with the new plan design
Current Approach
Manual Process
- Translate plan design into system config specs
- File IT ticket for ICM tool updates
- Build UAT test cases manually
- Test with sample data, fix bugs, repeat
✦ AI-Enhanced (Copilot)
"Translate our plan into config requirements and generate UAT test cases including edge cases."
| Config Item | Value | Test Case |
|---|---|---|
| AE Base | $82,500 | Verify monthly gross |
| Revenue weight | 50% | $100K deal → $750 payout |
| Accelerator | 1.5x > 100% | 110% → 1.5x on overage |
Agentic Approach
Agent Instruction
"Auto-generate the ICM configuration, create 50 UAT scenarios including edge cases, run them against the calc engine, and report results."
Agent Output — Config & Test
Automated UAT Results
47Tests
passed
passed
2Tests
warning
warning
1Test
failed
failed
✗ Failed Edge case: rep transfers mid-quarter with split crediting — config credits both reps at 100% (should be prorated). Auto-fix applied. Re-test passed.
Step 13: Monitor & Continuously Improve
Comp plans are hypotheses — measure, learn, iterate
Current Approach
Manual Process
- Quarterly review of attainment distribution
- Annual plan redesign cycle
- Reactive fixes when reps complain
✦ AI-Enhanced (Copilot)
"Analyze last quarter's performance data and suggest plan adjustments for next cycle."
Generates a summary report: attainment distribution, cost-of-sales trend, and 3 recommendations. Useful but retrospective — always looking in the rearview mirror.
Agentic Approach
Agent Instruction
"Continuously monitor plan health. Alert me when attainment skews, costs drift, or behaviors diverge from intent. Recommend adjustments in real-time."
Agent Output — Live Plan Health
Plan Health Dashboard — Live
Active Alerts
⚠ Drift West region attainment 22% below East — quota-to-territory mismatch detected.
✓ Positive New logo metric performing — 40% increase in new pipeline since weight change.
Recommended mid-year adjustment: rebalance West quotas ↓8% using territory potential model.
✓ Positive New logo metric performing — 40% increase in new pipeline since weight change.
Recommended mid-year adjustment: rebalance West quotas ↓8% using territory potential model.