Title: How AI Startups and Consulting Giants Are Forming Alliances to Survive the Tech Boom

Consulting firms and AI startups are forming increasingly close partnerships as both sectors seek to adapt to rapid technological change, according to reporting from Business Insider.

For consulting firms, collaborating with AI startups has become a key survival tactic as artificial intelligence disrupts traditional business models. At the same time, AI startups are relying on consultants to distribute their technology to corporate clients who may not otherwise adopt emerging tools.

The trend was highlighted by a series of recent announcements, including Google’s launch of a $750 million fund to support consulting firms like McKinsey, Accenture, and Deloitte in deploying agentic AI solutions for clients. On the same day, Google and McKinsey announced a new working group to help companies progress from identifying AI opportunities to building and scaling them across operations.

The Wall Street Journal reported that OpenAI was working with consulting firms including Accenture, Capgemini, and PwC to sell its AI coding assistant, Codex, to enterprise customers.

Ben Ellencweig, a senior partner at McKinsey who leads alliances, acquisitions, and partnerships for its AI arm Quantum Black, told Business Insider that the firm has quadrupled its ecosystem of tech partners since the launch of ChatGPT. He noted that the depth and level of collaboration with these partners have “grown dramatically” in recent years.

Ellencweig described McKinsey’s approach as operating an “ecosystem of alliances and acquisitions” involving hundreds of contributors, including major technology companies such as AWS, Amazon, Nvidia, and OpenAI, which the firm uses to tailor solutions for clients. Despite the volume of new AI entrants, he said McKinsey maintains a rigorous vetting process, characterizing early-stage engagement as a “dating period” to assess mutual fit.

Given the accelerated pace of AI development, Ellencweig said the firm has become more open to partnering with smaller companies than in previous years.

Former McKinsey consultants interviewed by Business Insider said these partnerships help bridge the gap between raw AI models developed in research labs and the practical needs of corporate clients. Their role involves adapting models with client-specific data, implementing appropriate safeguards, and supporting deployment in real-world business contexts — steps often necessary because many models from AI labs are not immediately suitable for enterprise use.

Internal data cited by the firms shows growing reliance on AI-related work: McKinsey reports that approximately 40% of its current projects involve generative AI, while BCG said 20% of its work was AI-related in 2024.

Andy Triedman, a partner at Theory Ventures — an early-stage venture capital firm focused on data and AI — observed that the timing of partnerships between startups and consultants has shifted significantly. Before the widespread adoption of tools like ChatGPT, such collaborations typically occurred once startups reached $10 million or more in annual revenue, usually two to four years after founding. Now, partnerships are forming much earlier, often when startups have $2 million to $5 million in revenue and are only 12 to 18 months old.

Triedman, who previously worked as a consultant at Bain, categorized the AI ecosystem around consulting firms into three main groups: enterprise software startups that partner with consultants to distribute and implement their products; AI-native consulting firms that compete with traditional players; and specialized AI tools that automate core consulting functions, which could become acquisition targets for larger firms.

“It’s a mutually beneficial relationship between the two,” Triedman said, summarizing the dynamic driving the growing alignment between Silicon Valley and the consulting industry.