Tracks/Track 16 — M&A Technical Integration/16-5
Track 16 — M&A Technical Integration

16-5: Integration Gains Tracking

The board approved the deal based on projected cost savings. Now you have to deliver them — and prove it.

3 Lessons~45 minSupports Framework: Production AI Governance

🎯 What You'll Learn

  • Track cost savings
  • Measure revenue gains
  • Report to the board
  • Manage savings shortfalls
Free Preview — Lesson 1
1

Lesson 1: Cost Savings Tracking

Combined savings are concrete and measurable: eliminated duplicate systems, reduced headcount redundancy, consolidated vendor contracts. Track each savings line item: projected savings, actual savings to date, and remaining runway. If projected savings were $5M over 3 years, show progress quarterly.

Line-Item Tracking

Every projected cost saving gets its own tracking row with dates and amounts.

Example: "Consolidate 2 cloud platforms → save $200K/year → achieved month 8"
Run-Rate vs Achieved

Distinguish between one-time savings and recurring run-rate improvements.

The board values run-rate savings 10x more than one-time
Variance Analysis

For each savings target that falls short, explain why and the revised forecast.

Transparent variance analysis builds trust even with bad news
📝 Exercise

Build a cost savings tracker with every projected saving, target date, actual date, and variance explanation.

2

Lesson 2: Revenue Gain Measurement

Revenue gains from acquisitions are promised but rarely achieved. Cross-sell to the acquired customer base, upsell with combined products, and enter new markets — these take longer than projected and are harder to attribute. Track: (1) Pipeline generated from cross-sell, (2) Closed revenue attributable to the acquisition, (3) New logos from the combined product.

Cross-Sell Pipeline

Revenue pipeline generated by selling your product to the acquired company's customers.

Track separately from organic pipeline. Attribution must be clean.
Combined Product Revenue

Revenue from the integrated product that neither company could have built alone.

This is the true test of whether the acquisition created value
Attribution Discipline

Only count revenue as acquisition-related if it wouldn't have existed without the deal.

Loose attribution inflates integration gain numbers and destroys credibility
📝 Exercise

Design a revenue gain tracking dashboard. Define strict attribution rules for what counts as acquisition-related revenue.

3

Lesson 3: Quarterly Board Integration Report

The board integration gains report has 3 sections: (1) Score — overall savings realization as a percentage of target (e.g., 72% of projected gains achieved), (2) Detail — line-item tracking with green/yellow/red status, (3) Forecast — updated projection for remaining efficiency gains with confidence levels.

Realization Score

Actual savings achieved / Projected savings at this stage.

Green: >85%. Yellow: 65-85%. Red: <65%
Traffic Light Detail

Each savings line item: green (on track), yellow (at risk), red (not achievable).

Board members scan for red items — have mitigation plans ready
Revised Forecast

Updated 3-year operational gains projection based on actual performance.

Adjust the forecast honestly. Unrealistic projections lose board trust.
📝 Exercise

Create a quarterly board integration gains report template. Fill in actuals for the current period.

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01import { orchestrator } from '@exogram/core';
02
03const router = new AgentRouter({);
04strategy: 'COST_EFFICIENT_SLM',
05fallback: 'FRONTIER_MODEL'
06});
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08await router.guardrail(payload);
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Module Syllabus

Lesson 1: Lesson 1: Cost Savings Tracking

Combined savings are concrete and measurable: eliminated duplicate systems, reduced headcount redundancy, consolidated vendor contracts. Track each savings line item: projected savings, actual savings to date, and remaining runway. If projected savings were $5M over 3 years, show progress quarterly.

15 MIN

Lesson 2: Lesson 2: Revenue Gain Measurement

Revenue gains from acquisitions are promised but rarely achieved. Cross-sell to the acquired customer base, upsell with combined products, and enter new markets — these take longer than projected and are harder to attribute. Track: (1) Pipeline generated from cross-sell, (2) Closed revenue attributable to the acquisition, (3) New logos from the combined product.

20 MIN

Lesson 3: Lesson 3: Quarterly Board Integration Report

The board integration gains report has 3 sections: (1) Score — overall savings realization as a percentage of target (e.g., 72% of projected gains achieved), (2) Detail — line-item tracking with green/yellow/red status, (3) Forecast — updated projection for remaining efficiency gains with confidence levels.

25 MIN
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Richard Ewing — AI Economist & Capital Auditor