Friday 15 Podcast

Get Big or Get Small – Can a Mid-sized Distributor Survive Anymore?

Jared Blank and Andy Hoar on Meta's 75 percent AI price cut, why the middle keeps disappearing in B2B distribution, and what IBM's historic stock drop might mean for AI infrastructure spending.

Friday 15 Podcast

Key takeaways

  • Meta cut its AI developer platform pricing to roughly one-fourth of Claude and OpenAI's rates, a 75 percent reduction, aiming to capture budget-sensitive developers after a year of trailing the frontier AI labs.
  • A real market for token pricing is emerging, including off-peak discounts from Anthropic and real-time token arbitrage from well-funded startups like OpenRouter, which routes requests to whichever model offers the cheapest available price.
  • In B2B distribution, the middle keeps disappearing. Ferguson's 1.6 billion dollar acquisition of FloWorks and Affiliated Distributors' acquisition of supplyFORCE both illustrate the advantages of scale, while a small Akron, Ohio hardware distributor that specialized in doorknobs shows the alternative path of deep specialization.
  • There is a difference between smart scale, adding capability that reinforces a business, and dumb scale, adding adjacent categories until a company's own business units start competing with each other.
  • IBM's stock fell about 25 percent on July 14, its worst single day in 115 years, after clients shifted spending toward AI infrastructure hardware, raising the open question of whether this is a broader signal about the pace of AI infrastructure spending.

Meta cuts its AI prices by 75 percent

Jared Blank hosted alongside Andy Hoar this week, with Brian Beck on vacation. The breaking news picked up a thread the show has followed for weeks: the cost of AI tokens. Meta has priced its developer platform at roughly one-fourth the rate of Claude and OpenAI’s comparable offerings, a 75 percent cut. After spending heavily to recruit AI talent, Meta has spent the past year trailing the frontier labs on adoption, and Andy’s read was that this is the standard move for a company that is behind.

What are two things that are going to happen here? Either they capture this budget-sensitive developer group that wants to save money, or they embarrass themselves.

Andy Hoar, Master B2B

Jared’s read was that the economics make sense regardless of outcome. Meta is cash-rich, funds a massive advertising business, and can treat a multi-month price experiment as low-risk, similar to the early streaming wars where services undercut each other for share before eventually raising prices once customers were locked in.

A market for cheap tokens is emerging

The hosts pointed to a real market response taking shape. Anthropic has begun offering lower rates for off-peak Claude Code usage, echoing old mobile-carrier night-and-weekend minutes. And a new category of token arbitrage has appeared: OpenRouter, which recently raised a large funding round, routes a request in real time to whichever model offers the cheapest available token for that job. Jared connected this to his own workflow, since he already picks different platforms for different tasks, image generation on one, everything else on another, based on which does the job better at the right price.

Andy’s closing point on the topic was the one worth holding onto: token price is not the only variable that matters.

Ultimately, this is all about ROI. Even the expensive tokens are still cheaper than paying a human, and the ROI on the cheap token will be better still, assuming you can do the same thing.

Andy Hoar, Master B2B

Get big, get small, or get out

The main topic returned to a theme the hosts have tracked for months in B2B distribution: the middle is disappearing. Two deals from the past week illustrated the “get big” side. Ferguson, the plumbing and HVAC distributor, agreed to acquire industrial flow-control distributor FloWorks for about 1.6 billion dollars, a move Ferguson says expands its total addressable market to roughly 400 billion dollars. Separately, buying group Affiliated Distributors, whose eCommerce Solutions lead Caroline Ernst is a past guest of the show, agreed to acquire supplyFORCE, its second such acquisition in the past year following last year’s Commonwealth Group merger. AD aggregates independent MRO distributors so they can compete with larger players like Grainger on buying power.

Jared’s view is that scale keeps winning because the old advantage held by regional players, faster local delivery, has largely evaporated now that next-day and overnight shipping works from adjacent states. Andy drew the parallel to what he watched happen across 30 years in consumer commerce.

You can be small, you can be big, you cannot be in the middle. All of the middle disappeared over the last thirty years. That is what happened to Circuit City, to Macy’s, to Bed Bath and Beyond.

Andy Hoar, Master B2B

The case for going small: a doorknob distributor

The counter-argument is specialization. Andy told the story of a small Akron, Ohio hardware distributor that was being outcompeted by Home Depot and Lowe’s, and instead of trying to match their scale, narrowed itself down to a single category: doorknobs. That focus turned it into one of the most successful doorknob distributors in the country, competing on its own terms rather than head to head with the big-box chains. Jared called this a brave move for a CEO to make.

It is a rare CEO who is willing to make a bold move like that, to say, I see where the future is going in our industry, and we have to niche down.

Jared Blank, Master B2B

Smart scale versus dumb scale

Both hosts drew a line between adding capability that reinforces a business and adding it just to get bigger. Andy called the first smart scale and the second dumb scale, describing manufacturers who keep bolting on adjacent categories until, twenty years later, one of their own business units is competing with another. Jared connected this to the private-equity cycle: firms with abundant capital buy conglomerated companies precisely because they can find the inefficiencies, break the parts apart, and often generate more value broken up than whole. The lesson for a diversified distributor is that scale alone no longer carries an argument. Being part of a large parent company means little if one division is not competitive on its own merits.

IBM’s historic stock drop: canary in the coal mine?

With two minutes left, the hosts flagged IBM’s stock falling roughly 25 percent on July 14, its worst single trading day in 115 years, worse than Black Monday in 1987. IBM said clients are redirecting spending toward AI infrastructure, servers, storage, and memory, ahead of expected price increases and supply constraints, pulling budget away from IBM’s software and consulting business. Andy’s read leaned skeptical of IBM specifically.

I think IBM is fundamentally flawed. They never miss an opportunity to miss an opportunity. This is yet another example.

Andy Hoar, Master B2B

Jared’s open question was whether the drop signals something broader: that AI infrastructure spending, which some assumed was leveling into a maintenance phase, may still be in its early, capital-intensive innings in a way the market had not fully priced in. Andy’s answer leaned toward IBM being the exception rather than the signal, though both agreed the debate is far from settled.

What this means for B2B leaders

Token prices are entering a genuine market, with arbitrage tools and off-peak pricing both emerging in the same month, which argues for evaluating AI spend on ROI rather than sticker price alone. And in distribution, the middle continues to shrink. Whether the right response is Ferguson’s and AD’s path toward scale, or the Akron Hardware path toward deep specialization, the businesses least likely to survive are the ones that do neither.

Frequently asked questions

Why did Meta cut its AI token prices?

Meta priced its AI developer platform at roughly one-fourth the rate of comparable offerings from Anthropic and OpenAI, a 75 percent price cut. After spending heavily to recruit AI talent, Meta had spent the prior year trailing the leading AI labs on developer adoption. The price cut is widely seen as an attempt to capture budget-sensitive developers and gain market share, similar to early pricing wars in other technology markets where companies compete aggressively on price before a market matures.

What is AI token arbitrage?

AI token arbitrage refers to services that automatically route a given AI request to whichever model or provider currently offers the lowest price for that type of task. OpenRouter is an example of this kind of platform, selecting the cheapest available model in real time rather than requiring a developer to commit to a single AI provider. This has emerged as AI token pricing has become more variable and competitive across providers.

Why is the middle disappearing in B2B distribution?

B2B distributors increasingly succeed either through large scale, which brings better pricing, broader delivery capability, and stronger buying power, or through deep specialization in a narrow category, which allows a smaller company to compete on expertise rather than size. Regional or generalist distributors that are neither very large nor highly specialized have lost the advantages they once held, partly because fast delivery from adjacent regions is no longer a meaningful differentiator now that overnight shipping is widely available.

What is the difference between smart scale and dumb scale in B2B?

Smart scale means adding businesses or categories that reinforce a company's core strengths and create real synergies. Dumb scale means adding adjacent categories simply because a company has the infrastructure or sales force to do so, without a clear strategic fit. Over time, dumb scale can lead to a company's own business units effectively competing with each other, which is often the kind of inefficiency that private equity firms look to identify, break apart, and resolve.

Why did IBM's stock drop so significantly in July 2026?

IBM shares fell approximately 25 percent on July 14, 2026, its worst single trading day in 115 years, after the company disclosed preliminary second-quarter results that missed analyst expectations. IBM's leadership attributed the shortfall to enterprise clients shifting their technology budgets toward AI infrastructure hardware, such as servers, storage, and memory, ahead of anticipated price increases and supply constraints, which pulled spending away from IBM's software and consulting businesses.

Sources & methodology

  1. Reporting on Meta's AI developer platform pricing cut, July 2026
  2. OpenRouter, Series B funding announcement, May 2026
  3. Ferguson Enterprises, announcement of the FloWorks acquisition, July 2026
  4. Modern Distribution Management, on Affiliated Distributors' acquisition of supplyFORCE, July 2026
  5. CNBC and Forbes, on IBM's July 2026 stock decline
  6. Friday 15 Podcast, Master B2B
Andy Hoar Andy Hoar
Co-Founder, Master B2B

Andy is a Co-Founder of Master B2B, founder of Paradigm B2B and author of the book Bot2Bot: The New Future of B2B Commerce. Andy is one of the leading global authorities on B2B commerce strategy.

Jared Blank Jared Blank
Head of Content, Master B2B

Jared heads up content and research for Master B2B. In previous roles he has had senior marketing and eCommerce roles with VTEX, Bluecore and Tommy Hilfiger. When he's not writing content for Master B2B, he's writing The Gobbledy Newsletter, a weekly look at the language of marketing.

New: B2B Exchange at Shoptalk Presented by Master B2B

X