The SPM authority who tells you what actually breaks.

30 years inside compensation plans, governance frameworks, and implementation fallout. No vendor agenda. No consultant theater. Just the truth about what works.

“Comp plans break because they're designed in theory, implemented in chaos, and governed by exceptions.”

— The Toddfather

30
Years in SPM
100+
Enterprise Transformations
1,000+
Comp Plans Designed
200+
Plan Rollovers Survived

Where AI Actually Fits

The 5 Applied Layers

The 8 Levers are the full picture. But when your vendor tells you they “added AI,” the question is: which levers does AI actually pull? That's what the five layers are.

01

Plan Interpretation

AI reads the plan and surfaces ambiguities, contradictions, and gaps before reps find them.

02

Simulation

Model behavior under the plan before a single dollar pays out.

03

Telemetry

Continuous monitoring of payout patterns, gaming signals, and drift.

04

Exceptions

Classify, track, and root-cause every exception instead of rubber-stamping.

05

Governance

Enforce policy guardrails automatically, not through email chains.

Want straight answers on your comp plan?

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