Progress's M&A model focuses on acquiring companies at a price that, after executing on cost synergies, results in an effective EBITDA multiple lower than their own public market multiple. This creates immediate value for shareholders through arbitrage.

Cisco establishes "value drivers"—quantifiable or time-bound success metrics based on the deal thesis—very early on. The diligence process is then used to rigorously test whether the target can achieve these specific metrics, ensuring a clear, data-driven path to value creation post-close.

To maintain momentum, Cisco makes critical integration decisions—like site strategy or system consolidation—during diligence, not after close. These decisions are embedded into the final deal commitment materials, preventing post-close paralysis and emotional debates, allowing teams to execute immediately.

Progress successfully acquired Chef over PE bidders by modeling cost synergies unique to its platform, such as shifting development to its Bangalore center and sales to an inside sales motion. PE, treating it as a standalone, couldn't match these savings.

To avoid a broken handoff, embed key business and integration experts into the core deal team from the start. These members view diligence through an integration lens, validating synergy assumptions and timelines in real-time. This prevents post-signing surprises and ensures the deal model is operationally achievable, creating a seamless transition from deal-making to execution.

Many M&A teams focus solely on closing the deal, a critical execution task. The best acquirers succeed by designing a parallel process where integration planning and value creation strategies are developed simultaneously with due diligence, ensuring post-close success.

Instead of ad-hoc pilots, structure them to quantify value across three pillars: incremental revenue (e.g., reduced churn), tangible cost savings (e.g., FTE reduction), and opportunity costs (e.g., freed-up productivity). This builds a solid, co-created business case for monetization.

Deals fail post-close when teams confuse systems integration (IT, HR processes) with value creation (hitting business case targets). The integration plan must be explicitly driven by the value creation thesis—like hiring 10 reps to drive cross-sell—not a generic checklist.

Deal models often flag redundant roles for cost savings. However, an integration leader can identify hidden value, such as crucial client relationships held by an administrative assistant. Cutting roles based purely on numbers can inadvertently destroy the very value the deal was meant to capture.