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Influencer Series: Mid Size Companies Will Struggle as AI Supercharges Big and Small Firms

Published on 
November 20, 2025

In this episode of the Alchemist Influencer Series, Ravi sits down with Arjun Prakash, Co-Founder and CEO of DistylAI, to break down how artificial intelligence is reshaping competition across the business landscape. Arjun explains why AI is dramatically strengthening both large enterprises and nimble startups—while leaving mid-size companies dangerously exposed. He explores how reasoning-based AI assistants will transform operations, why cost structures are collapsing across industries, and what leaders must do to stay competitive in an era where AI widens the gap between the giants and the scrappy newcomers.


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By the Alchemist Team


The Influencer Series is an intimate, invite-only gathering of influential, good-energy leaders. The intent is to have fun, high-impact, “dinner table” conversations with people you don't know but should. The Influencer Series has connected over 4,000 participants and 15,000 influencers in our community over the last decade.

These roundtable conversations provide a space for prominent VC funds, corporate leaders, start-up founders, academics, and other influencers to explore new ideas through an authentic and connective experience.

 

Influencer Series: Mid-Size Companies Will Struggle as AI Supercharges Big and Small Firms

 

Artificial intelligence is rewriting business competition rules. Large corporations leverage AI to amplify existing advantages, while agile startups use the same technology to punch above their weight class, creating a productivity revolution.


Caught in the middle are mid-size companies in an increasingly uncomfortable position. They lack both the distribution infrastructure of giants and the organizational agility of small businesses, creating a competitive squeeze from both market ends.


This article explores how AI is transforming the competitive landscape across different business segments and what companies can do to position themselves strategically in this new reality.

 

 

Key takeaways

  • AI enables autonomous assistants that execute complex business processes, fundamentally different from simple productivity tools that merely enhance existing workflows.

  • Both capital and operational expenses are dropping as AI enables development with fewer engineers and streamlines operations-intensive business workflows.

  • Large enterprises can scale exponentially with AI, while small businesses overcome traditional capital constraints to reach unprecedented sizes.

  • Mid-size companies face pressure from both directions, lacking the distribution power of giants, and the agility of startups.

  • Geographic barriers to entrepreneurship are dissolving as AI democratizes access to sophisticated capabilities once reserved for well-funded companies.

 

The Future of AI and Its Impact on Society

The conversation around generative AI has evolved far beyond the early excitement about email editing and personal productivity tools. While completions and information retrieval capabilities certainly have their place, the truly transformative potential lies in something more profound: genuine intelligence. What we're seeing is AI's ability to reason through complex problems and figure out the right sequence of actions needed to accomplish sophisticated tasks.

This reasoning capability unlocks possibilities that weren't even on the horizon just a few years ago. AI assistants—what some refer to as agents—can now orchestrate interactions across multiple systems, pulling data from diverse sources, and executing complete business processes with minimal human intervention. Instead of simply following predetermined scripts, these systems evaluate situations, make contextual decisions about which tools to deploy, and adapt their approach based on the results they're seeing.

The distinction between these intelligent assistants and copilot tools matters more than it might seem at first. Copilots enhance productivity within existing products, making search better and streamlining familiar workflows. Assistants operate at a different level entirely, working backward from desired outcomes to piece together the optimal path forward. Beyond offering a helpful tool, this approach provides something that can actually think through problems on your behalf.

 

AI's Role in Reducing Business Costs

The economic implications of AI-driven productivity improvements cut across both sides of the business ledger. Capital expenditure requirements are dropping as AI automates knowledge work that previously demanded teams of specialized experts. Software companies are discovering they can bring products to market with a fraction of the engineering headcount that was necessary even five years ago. What once required an entire department can now be accomplished by a handful of people working alongside AI systems that handle much of the heavy lifting.

Beyond speed alone, the transformation involves building smarter with fewer resources. Development cycles that used to stretch across quarters now compress into weeks. Products can be tested, validated, and iterated with an agility that would have seemed impossible in the pre-AI era. The traditional barriers to entry that protected established players are eroding as smaller teams demonstrate they can match or exceed the output of much larger organizations.

Operational expenses are experiencing a similar transformation, and this applies well beyond software companies. Asset-heavy businesses are finding that AI streamlines workflows, reduces errors, and enables continuous optimization without requiring proportional increases in staff. The kind of efficiency gains we saw during the Industrial Revolution is manifesting again, but this time in knowledge work, operational processes, and manufacturing.

What emerges from these dual cost reductions is a business environment where companies can scale operations and test new markets with unprecedented efficiency. The ability to quickly validate hypotheses and rapidly distribute products creates a much more dynamic marketplace. While becoming leaner, organizations are simultaneously growing fundamentally more capable of responding to opportunities and threats in real time.

 

Leveraging AI in Large Enterprises

For companies with established distribution channels and recognized brands, AI transforms valuation potential, offering a potential glide path from hundreds of billions in market value to trillions. These organizations can leverage AI to enhance the advantages they've spent decades building, using the technology to optimize operations while simultaneously exploring entirely new business models. The resources they can dedicate to AI implementation give them a significant head start over competitors still figuring out their strategy.

History offers instructive parallels. Carnegie Steel didn't become dominant by sticking to traditional methods; the company leaned into new manufacturing techniques that allowed it to scale in ways competitors couldn't match. That willingness to embrace technological transformation, combined with existing distribution and brand strength, eventually led to controlling 60% of the market. The same dynamic is playing out now with AI, where large enterprises that invest strategically position themselves to dominate the next era of their industries.

The alternative carries substantial risk. Companies that try to protect existing business models rather than transform them often discover, too late, that disruption doesn't wait for the cautious. Borders built a successful bookstore empire but failed to recognize the fundamental shift happening with internet commerce. With its technology-first mindset from the beginning, Amazon went beyond competing to redefine the entire category. Large companies facing the AI revolution need to ask themselves which side of that historical divide they want to occupy.

What makes this moment particularly significant for major enterprises is the combination of resources, capability, and opportunity. Beyond improving efficiency in current operations, AI enables these companies to pursue opportunities that weren't previously feasible. The question isn't whether to invest in AI—it's whether they'll invest enough, fast enough, to maintain and extend their market positions against both emerging competitors and other giants making similar bets.

 

Revitalizing Small Businesses: Tackling Growth Challenges

Capital constraints've traditionally determined which businesses could reach meaningful scale. Building sophisticated operations required substantial investment in people, systems, and infrastructure, putting certain milestones out of reach for bootstrapped or modestly funded companies. AI is demolishing those barriers by enabling small businesses to achieve operational sophistication that was once the exclusive domain of much larger, better-capitalized enterprises.

This democratization of capability is happening across geographies in ways that challenge our assumptions about where successful companies originate. An entrepreneur in Alabama or Georgia can now build something substantial without relocating to Silicon Valley or raising massive funding rounds. AI provides access to the kind of specialized expertise—in operations, analytics, customer service, and product development—that previously required hiring expensive teams of domain experts. Small firms can compete with capabilities that would've been financially impossible just a few years ago.

What we're witnessing is the potential for a significant rebalancing of business creation and wealth generation. Companies that might've plateaued at $10 million or $20 million in revenue are discovering paths to $100 million and beyond. The small business owner who previously hit a ceiling set by available capital and local talent can now leverage AI to overcome those limitations. While efficiency improves, the actual value lies in unlocking growth trajectories that weren't on the table before.

The Alchemist Accelerator connects founders navigating this transformation to the knowledge, customers, investors, and coaches they need to harness these advantages effectively. By connecting entrepreneurs from around the world to Silicon Valley's ecosystem, Alchemist helps startups access the resources needed to build AI-powered companies poised for exceptional growth. Visit alchemistaccelerator.com to learn how they support founders building the next generation of transformative businesses.

 

Preparing for a Transformed Competitive Landscape

Mid-size companies facing pressure from both larger and smaller competitors need to think strategically about how AI fits into their competitive positioning. The path forward isn't to compete head-to-head with giants that can outspend them or startups that can outmaneuver them. Instead, these firms need to identify what makes them genuinely distinctive—specialized domain expertise, unique customer relationships, or niche market positions—and use AI to enhance those differentiators. The technology can amplify existing strengths rather than forcing companies into direct competition where they're at a structural disadvantage.

The broader economic picture emerging from this AI-driven transformation suggests a period of significant wealth creation and market restructuring. Small businesses are scaling up to sizes previously unattainable, while large enterprises are extending their reach and market dominance. What happens in the middle remains the most dynamic question, where innovative mid-size firms that find specialized niches, and leverage AI strategically will thrive, while those that fail to adapt will face increasingly difficult competitive dynamics. The companies that recognize this moment for what it represents—a fundamental realignment of competitive advantage—will position themselves to participate in the upside rather than becoming case studies in disruption.

 

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Thank You to Our Notable Partners

 

BASF Venture Capital

Investing globally since 2001, BASF Venture Capital backs startups in Decarbonization, Circular Economy, AgTech, New Materials, Digitization, and more. Backed by BASF’s R&D and customer network, BVC plays an active role in scaling disruptive solutions.

 

WilmerHale

A premier international law firm with deep expertise in Corporate Venture Capital, WilmerHale operates at the nexus of government and business. Contact whlaunch@wilmerhale.com to explore how they can support your CVC strategy.

 

FinStrat Management

FinStrat Management is a premier outsourced financial operations firm specializing in accounting, finance, and reporting solutions for early-stage and investor-backed companies, family offices, high-net-worth individuals, and venture funds.

The firm’s core offerings include fractional CFO-led accounting + finance services, fund accounting and administration, and portfolio company monitoring + reporting. Through hands-on financial leadership, FinStrat helps clients with strategic forecasting, board reporting, investor communications, capital markets planning, and performance dashboards. The company's fund services provide end-to-end back-office support for venture capital firms, including accounting, investor reporting, and equity management.

In addition to financial operations, FinStrat deploys capital on behalf of investors through a model it calls venture assistance, targeting high-growth companies where FinStrat also serves as an end-to-end outsourced business process strategic partner. Clients benefit from improved financial insight, streamlined operations, and enhanced stakeholder confidence — all at a fraction of the cost of building an in-house team.

FinStrat also produces The Innovators & Investors Podcast, a platform that showcases conversations with leading founders, VCs, and ecosystem builders. The podcast is designed to surface real-world insights from early-stage operators and investors, with the goal of demystifying what drives successful startups and funds. By amplifying these voices, FSM supports the broader early-stage ecosystem, encouraging knowledge-sharing, connectivity, and more efficient founder-investor alignment.

 


 

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