Forecasting integrity
Forecasting integrity failure identified ahead of close
B2B SaaS · Series C
The challenge
The PE sponsor had received three consecutive quarters of management-reported pipeline data that exceeded actuals by a consistent margin. They needed independent validation of whether this reflected a structural forecasting problem or individual execution variance before committing capital.
What Wexler Gray surfaced
Parallel operators scored Forecasting Integrity at 38 out of 100 — among the lowest single-dimension scores recorded across engagements in this sector, with zero operator dissent
Blind scoring revealed that five of eight operators independently flagged discrepancies between CRO-stated pipeline confidence and the deal-level evidence they were able to verify through the assessment process
Bearing interpretation identified a pattern consistent with systematic sandbagging in reverse — upward reporting pressure from the CFO creating incentives for commercial leads to over-report at stage-gate, then quietly recategorize late in the quarter
Outcome
The PE firm renegotiated deal terms, reducing the earnout tied to Year 1 ARR targets and inserting a 90-day commercial leadership review clause. The company subsequently replaced its CRO within six months of close. The sponsor cited the Parallel assessment as the primary basis for the commercial renegotiation.
Engagement brief
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