Deciding Between AI-Enhanced and AI-First Business Processes

June 24, 2025 5 Comments

The business world is buzzing with AI experimentation. However, a structured approach for moving from experimentation to production, although necessary, is often lacking, which hinders AI’s transformative potential. This article introduces a decision-support framework, implemented as a decision tree, to help executives mitigate the risks associated with decisions relating to moving AI experiments to production, focusing on whether to enhance existing business processes with AI or redesign them as AI-first.

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Navigating the AI Adoption Journey: Strategies for Enterprise Success

March 19, 2025 5 Comments

AI, generative or otherwise, holds immense promise for enterprises looking to improve efficiency, enhance decision-making, and unlock new business opportunities. Yet, despite the enthusiasm, many companies struggle to transition from pilot projects to large-scale AI deployments. The path to effective AI adoption is not as straightforward as acquiring technology or hiring data scientists. Enterprises must navigate challenges from defining the right problems to preparing their data infrastructure, fostering a culture that embraces AI, establishing governance frameworks, and understanding the true costs of scaling AI solutions.

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Mistakes Businesses Make When Implementing AI

March 11, 2025 3 Comments

AI’s allure is undeniable, and businesses invest heavily in its promise. Companies today invest significant amounts into generative AI initiatives. This pursuit is fueled by AI’s potential to improve productivity, cut costs, and unlock new opportunities that may create new revenue streams. However, many companies find the path to successful AI challenging because of fundamental mistakes in their approach.

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Yearend Thoughts on Enterprise AI

December 30, 2024 4 Comments

The biggest venture financing rounds during 2024 involved AI companies. Reviewing the characteristics of such financing rounds, combined with the performance of our portfolio startups, and our firm’s corporate advisory AI projects (completed and ongoing), I worry that venture investors expect corporate AI adoption will be fast and large-scale. In contrast, corporate AI spending, though growing, is more measured than VCs predict.

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The Struggles Enterprises Face with Generative AI

August 13, 2024 2 Comments

A few days ago I attended the strategy meeting of a portfolio company. Like all of our Synapse Partners portfolio companies, this one provides AI solutions to enterprise customers. Their initial success is in the medical devices industry. While reviewing the company’s sales pipeline and the progress of delivering the company’s solution to signed customers, several of the enterprise’s struggles with generative AI became evident. These struggles can be attributed to a lack of people with the right background and the state of the enterprise data.

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