Kalok & Partners
Selected work

How cabinet-grade finance shows up in practice.

The following are illustrative engagement composites; figures and details adjusted to preserve client confidentiality.

Case 01
SaaS · Series B · ~US$30m ARR

Repricing growth around CAC payback.

Challenge

Headline ARR growth was strong; capital efficiency was deteriorating. Marketing owned LTV / CAC and reported payback below 12 months. Finance could not reconcile that figure to the GL.

Approach
  • Cabinet rebuilt unit economics in the finance function, reconciled to GL revenue and contribution margin
  • Re-derived CAC by channel including fully-loaded acquisition cost
  • Built cohort retention curves at the segment level
  • Reset the CAC payback hurdle inside the operating cadence
Outcome
  • True blended payback came in approximately 4 months longer than reported
  • Two channels (~32% of paid spend) reallocated within one quarter
  • Capital efficiency narrative re-built ahead of the next round
Case 02
Cross-border e-commerce · Growth · multi-region

Margin recovery without revenue loss.

Challenge

Gross margin had compressed for three consecutive quarters. Cost taxonomy mixed COGS and fulfilment in ways that obscured where margin was actually being lost.

Approach
  • Rebuilt cost taxonomy by behaviour, owner, and decision-right
  • Constructed a margin bridge across product, channel, and customer segment
  • Stood up variance triggers and a weekly margin review
Outcome
  • Identified ~4.1pp of gross margin recovery embedded in fulfilment
  • Margin trend reversed without channel-level revenue loss
  • Operating cadence rebuilt around margin, not just revenue
Case 03
Multi-location services · 30+ sites · two regions

Site-level P&L and operating cadence.

Challenge

Group-level results were stable, masking a wide site-level distribution. Underperforming sites were difficult to identify in time to act.

Approach
  • Stood up site-level P&L with consistent cost taxonomy
  • Built a regional operating cadence and a weekly leadership review
  • Trained regional leaders on margin and labour interventions
Outcome
  • Bottom-quartile sites reached operating breakeven within two quarters
  • Group operating margin stepped up materially
  • New site rollouts run on the same cadence from day one

Illustrative composites. Figures, sectors, and details have been adjusted to preserve client confidentiality.