To assess a target company’s AI infrastructure effectively, we utilize a disciplined framework that evaluates the technical stack’s scalability, maintainability, and cost-justification. This review is critical to uncovering hidden risks that could erode deal value during a transaction.
Our assessment process focuses on several key areas:
- MLOps Maturity: We evaluate model versioning, CI/CD practices, drift monitoring, and retraining pipelines to ensure the AI can be sustained long-term.
- Cloud and Infrastructure: We analyze cloud deployment choices and cost alignment, while requiring scalability evidence through load tests, latency benchmarks, and failover mechanisms.
- Technical Debt: We surface fragile data pipelines or key-person dependence (e.g., reliance on a single engineer) that could increase post-close costs.
- Vendor and Open-Source Dependencies: We scrutinize licensing terms, API reliance on LLM providers, lock-in hazards, and potential exit costs.
- Integration Ease: We judge how cleanly the target’s stack will interface with your existing systems post-acquisition.
At Zaidwood Capital, we leverage our Full-Cycle M&A methodology and proprietary tools like the Velocity Matrix and Precision Catalyst to structure this review. This technology-led approach allows us to identify system interoperability issues and architectural incompatibilities early in the diligence process, ensuring you have a clear picture of the target’s technical health.
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