Start with the work that is waiting
Financial statements describe different periods and different measurements. AAOI's revenue ramp must be reconciled with gross profit, working capital, operating cash and equipment purchases. Start with the actual annual and quarterly tables below, preserving their units and dates. A qualified product can create sales while the production ramp consumes cash; the two observations can coexist.
- 1HBM and accelerator
- 2NIC electrical lanes
- 3switch fabric
- 4copper or optical engine
- 1optical engine
- 2receiver and DSP
- 3remote accelerator
- 4next collective operation
- 1qualified starts + yield + test + customer acceptance
- 2recognized revenue
Follow the conversion chain
An accelerator or switch serializes data onto electrical lanes. Depending on the design, a DSP equalizes the signal or recovers timing; drivers and lasers convert it into light; fiber carries the light; photodiodes, receivers, and DSPs reconstruct electrical data. The useful question is not whether optics are “hot,” but where conversion, reach, power, heat, test time, and serviceability land. Coherent transceivers and Coherent networking provide technical vocabulary for the first boundary, while APPLIED OPTOELECTRONICS, INC. 8-K filed 2025-12-03 is a time-stamped company record. They are not interchangeable evidence. An interface label compresses lane count, modulation, host interface, optical reach, thermal envelope, and operations policy.
For planning, aggregate rate can be written as lanes times lane rate. Goodput is smaller because utilization, encoding, retransmission, congestion, and application communication shape it. A teaching equation is goodput equals port rate times observed utilization times one minus protocol overhead. It is not a performance measurement. Write every unobserved term as an assumption. technical reference is useful for identifying what an interface name can mean; it cannot establish a supplier’s shipment volume or a customer deployment.
Why the next bottleneck moves
Shortening an electrical path by bringing optics nearer to silicon can improve one signal budget while making thermal design, repair, packaging yield, and replacement logistics more important. Replacing a short optical link with an active electrical cable can simplify one path while moving the reach and power boundary. Increasing production may move the constraint to lasers, assembly, burn-in, test, fiber, customer qualification, or working capital. “The next bottleneck” must therefore name a stage and a falsifiable observation. APPLIED OPTOELECTRONICS, INC. 8-K filed 2025-12-03 should be read for period-specific risks and accounting language before demand is converted into an assertion about cash.
Qualified capacity is not announced floor space. A useful operational decomposition is shippable units equal starts times yield times test-pass rate times acceptance rate. Each term has an owner and a failure mode. A purchase order, a forecast, shipment, customer acceptance, and recognized revenue are different events. Customer-concentration disclosures can show exposure without identifying a customer, a product, a contract term, or future volume. APPLIED OPTOELECTRONICS, INC. 8-K filed 2025-11-07 and APPLIED OPTOELECTRONICS, INC. 10-Q filed 2025-11-06 are separate primary records to compare, not proof that similar companies will have similar outcomes.
Read a financial record before a ratio
A 10-K or 10-Q is a dated accounting record. Before calculating anything, write fiscal period, currency, units, filing date, and whether a number is GAAP or non-GAAP. Revenue and gross margin can create questions about mix or utilization. Inventory and receivables can create questions about cash conversion. Operating cash flow can differ from earnings because working capital moves. No single line proves durability of demand. Keep a table with the exact filing URL beside every value; never merge a fiscal quarter with an access date.
A bull, base, and bear worksheet is useful only when it exposes conditions. A bull case might require qualification success, a better mix, stable yield, and bounded working capital. A base case can retain disclosed operating conditions. A bear case can include qualification delay, price pressure, inventory growth, or a competing interconnect. Put the disconfirming observation beside every case. This chapter intentionally does not produce a target price: discount rates, terminal assumptions, capital structure, and market prices would add assumptions not verified by these sources.
Reading lab
create a period-labelled worksheet from a 10-Q and 10-K. Make four columns: released fact, vendor claim, independent measurement, and your calculation. For every sentence, record URL, publication date, access date, fiscal period, unit, and the narrow claim it supports. Do not copy a financial number until its table and period are visible. Do not compare a technical product until interface, reach, temperature, power, and test conditions are recorded. This is an offline exercise. It does not execute a trade, contact a supplier, or validate a deployment.
Evidence boundary from 2024 onward
The 2024-to-current story is not that every AI component is scarce. Accelerators, HBM packaging, NICs, switching silicon, copper, optical modules, lasers, fiber, and test equipment have distinct lead times and substitution paths. Pages without a published date are marked unknown and only prove access on 2026-10-04; they are not treated as a new release. No September 2026 financial result or stock quote is claimed without an article-specific dated primary source. Revisit this map when a filing changes segment, concentration, inventory, cash-flow, or revenue-recognition language, or when a dated technical release changes a qualified interface.
Worked AAOI filing example: keep the period attached
AAOI's 2025 Form 10-K, filed February 26, 2026, reports revenue of $455.715 million, gross profit of $136.913 million, and net cash used in operating activities of $174.428 million for the year ended December 31, 2025. The same filing reports $179.148 million of payments to acquire property, plant, and equipment. These are US dollars and annual values, not run rates. Dividing the disclosed gross profit by disclosed revenue gives an original calculation of about 30.0% gross margin; it does not identify the cause of the margin or predict the next quarter. The filed 10-K is the authority for the values and period.
The June 30, 2026 Form 10-Q, filed August 6, 2026, reports second-quarter revenue of $191.922 million and gross profit of $53.207 million; the corresponding simple division is about 27.7%. At that date the filing reports accounts receivable of $314.009 million and inventory of $278.791 million. For the first six months it reports net cash used in operating activities of $73.781 million. Read these as a linked working-capital question: compare shipment and acceptance timing, customer terms, inventory composition, purchases, and capex before inferring a demand conclusion. The June 2026 10-Q and the SEC company-facts record preserve the tagged values; neither supplies a share-price conclusion.
NETWORK / HYPOTHETICAL INPUTS
Port labels and useful throughput differ.
An 800 Gb/s port multiplied by the selected useful fraction. This toy fraction combines idle time and overhead; it is not a measured link or a protocol model. Tail latency, topology, retries and collective algorithms need separate measurements. It cannot predict a supplier’s sales.
SOURCES
01YOUR NOTES