How to expand your thinking where the market misses.
This article is not a recommendation to buy or sell.
It is a thinking exercise to find the gap between market perception and reality by following the supply chain structure when an event occurs.
On May 28, 2026, Dell Technologies (DELL) announced its Q1 FY2027 results.
AI server quarterly revenue: $16.1B.
+757% compared to the same period last year.
Exceeded EPS consensus by 64%.
Most people saw these numbers and bought Dell stock.
I asked a different question first.
Who is assembling those servers?
1. Why Dig Into the Layers
In the stock market, information is quickly reflected in prices.
Everyone knows Dell's earnings are good, and they have found out. It is already reflected or being reflected in Dell's stock price.
However, beneath the supply chain that generates those earnings, there is a layer that the market does not look at closely.
There are two reasons for this.
First, it is less known. Everyone knows Dell, but few know the layers below Dell.
Second, it is structurally difficult for institutions to access. Most companies below the supply chain are small-caps. Many institutional investors cannot invest in stocks with a market cap below $1B due to internal management standards.
In other words, no matter how good the thesis (investment logic) is, there is a structural barrier that makes it difficult for institutional capital to enter.
This is the space where a gap between market perception and reality occurs. This is why we dig into the layers.
2. Wait, We Need to Look at Dell Again
Before digging below the layer, we must accurately check the top. Is Dell's recent performance a structural change or a temporary boom?
Five or six years ago, Dell had the image of a "hardware company that just sells PCs." Some thought it would fall behind the times.
But Dell has changed.
There are three reasons.
First, they didn't have to design the chips themselves. NVIDIA GPUs opened the AI era, and Dell preempted the position of assembling those GPUs into servers and selling them to companies. It was a structure that benefited from procurement and integration capabilities rather than technological innovation.
Second, they had an enterprise sales network built over decades. Companies looking to adopt AI infrastructure look for familiar partners. Dell, which can procure servers, storage, and networks in one place, was there.
Third, the demand for US AI infrastructure has grown structurally. Stargate—a plan for AI infrastructure investment of up to $500 billion agreed upon by the US government, Big Tech, and SoftBank. Federal AI budgets are also expanding, and companies are competitively increasing AI infrastructure investment.
That demand is concentrated on AI server OEMs (finished product manufacturers), and Dell, a large-cap stock with a market cap of about $200B, is in that position.
If you judge this transition to be structural, the next question comes naturally.
Who is in the layer below?
3. TSS Inc. (TSSI) — One Layer Below
A data center service company headquartered in Georgetown, Texas. Its market cap is about $459M, less than $1B.
The core business of this company is AI rack integration. AI servers aren't just taken out of a box and plugged in. Dozens of GPUs must be placed in a set order, cooling systems connected, hundreds of cables organized, power connected, burn-in tests (checking normal operation) run, certification received, and then delivered.
They are processing 99% of this process as an outsource from one US IT OEM. The market identifies this as Dell.
I should note that official SEC documents only state "a US IT OEM."
There is an interesting fact here. Looking at TSS's management:
CEO: Former Dell VP of Global Sales, joined TSS in 2022 after 10 years at Dell
CSO (Chief Strategy Officer): Former Dell VP of Strategic Planning, joined TSS after 13 years at Dell
CTO (Chief Technology Officer): Former Dell Sr. Director of CTO Tech Strategy, joined TSS after 29 years at Dell
Director: Former Dell CSO, currently a special advisor to the Dell Vice Chairman
The CEO, CSO, and CTO are all from Dell. Whether that relationship is a coincidence or a strategy is for you to judge.
4. Surface vs. Structure of Numbers
Looking at the Q1 2026 results, the inside and outside are different. Total revenue was halved from $99M to $55M. On the surface, it looks like a failing company.
In reality, it was different. Low-margin procurement agency revenue decreased from $90M to $40M. AI rack integration revenue increased from $7.5M to $14.1M.
The gross margin of AI rack integration is 37.5%. It rose 15.4 percentage points from the 22.1% margin of the same business the previous year.
They aren't making less money. They are reducing unprofitable businesses and growing profitable ones. However, the market only saw the decrease in total revenue. That's why the stock price plummeted at one point on the day of the earnings announcement.
If you only read the surface of the numbers, you are wrong. You must read the structure.
They expected to integrate more AI racks in May than in the entire year of 2025. A $17M facility investment is underway, and a 2-year contract has been extended.
5. The Structure Where Market Gaps Occur
Dell is a large-cap stock with a market cap of about $200B. Every institution can buy it, and every individual knows it. Good earnings are immediately reflected in the price.
TSS is a small-cap with a market cap of $459M. Most institutional investors have internal management standards. They are often excluded from investment targets because a market cap below $1B lacks liquidity or is difficult to hold in a meaningful proportion relative to the fund size.
In other words, even if an institutional analyst who analyzed Dell's earnings sees TSS, they cannot buy it. This creates a gap. Even though it is a company directly linked to Dell's AI server performance, institutional capital is structurally difficult to enter.
The moment this gap is resolved is one of two: when TSS's market cap exceeds $1B, or when institutions specializing in small-caps enter first. Until then, it is a space that individual investors can discover first.
6. The Risks are Clear
The better the thesis, the more you should look at the risks. The risk for TSS doesn't just end with "having one customer."
Dell has its own AI rack assembly facility in Franklin, Massachusetts. As Dell's largest North American manufacturing facility, it handles everything from GPU tray assembly to cooling system installation directly.
TSS's current role is this:
Dell's own facility (Franklin, MA) + TSS outsourcing (Georgetown, TX)
→ A structure where volume flows to TSS when demand exceeds internal capacity.
While AI server demand is exploding as it is now, it is difficult to reduce TSS's volume even if Dell expands its own facilities. That's why a 2-year contract extension was possible.
However, the moment the rate of demand growth slows down or Dell significantly increases the capacity of the Franklin facility, the volume flowing to TSS could decrease.
One place in the market described this stock like this:
"Just a Publicly Traded Employee of Dell?"
It means a structure where if the employer (Dell) increases direct hiring (internal facility expansion), the outsourced employee (TSS) decreases.
The next earnings are in August. Whether there is mention of new customers (I think this is very important) and whether there is a disclosure of Dell's Franklin facility expansion. These two are the key triggers.
7. The Thinking Method of Digging Layers
I practiced only one thing in this post: looking below the layer rather than at the big event (Dell earnings) itself.
Next time a big earnings report comes out, try asking these three questions first.
One, who supplies what to generate this revenue?
Two, how well-known is that supplier in the market?
Three, is it in a position where it is structurally difficult for institutions to access?
A place where "I don't know," "less known," and "difficult" come out for all three questions. That is a place where there is a high possibility that a gap between market perception and reality remains.
This methodology isn't always right. Risks also grow as you go down the layers. But knowing and taking that risk is different from not seeing it at all.
Which layer will you look into first when the next big earnings come out? This was Quiet Nurse.
Sources:
① Dell Technologies Q1 FY2027 Earnings Release — investors.delltechnologies.com
② TSS Inc. Q1 2026 Quarterly Report (10-Q) — sec.gov
③ TSS Inc. Management Recruitment Notices and IR Materials — ir.tssiusa.com
