{"schema":"OTR-CURRENT-SIGNAL-READER-1","presentationSchema":"OTR-SIGNAL-SLIDES-1","signalId":"PDF-909eb43d0f8495ba776b880c-04","canonicalUrl":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/","title":"Microsoft (MSFT): Controlling AI running costs may become more valuable","category":"Investment","representation":"current-guided-reader","originalResearch":"preserved-separately","sources":[{"title":"Reference source","url":"https://stockanalysis.com/stocks/msft/","contexts":["Call and evidence","What changed","Evidence, memory & review 4 linked sources"]},{"title":"blogs.microsoft.com ↗","url":"https://blogs.microsoft.com/blog/2026/10/12/microsoft-to-expand-azure-maia-system-to-multi-gigawatt-deployments/","contexts":["What changed","Evidence, memory & review 4 linked sources"]},{"title":"blogs.nvidia.com ↗","url":"https://blogs.nvidia.com/blog/ocp-global-summit-vera-rubin-scale-ai-factories/","contexts":["What changed","Evidence, memory & review 4 linked sources"]},{"title":"www.bls.gov ↗","url":"https://www.bls.gov/schedule/2026/10_sched_list.htm","contexts":["What changed","Evidence, memory & review 4 linked sources"]}],"chapters":[{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-1","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-1","title":"OTR EMERGING DATA","topic":"emerging","kind":"cover","text":"Start with the main idea: what may be changing, how the clues connect, and what remains uncertain. We see a possible move from owning the scarcest chip to controlling the cost of useful AI services. An operator that can choose hardware and already has customers may benefit when investors question which suppliers keep the largest margin. This is a change in where value could settle inside the AI chain.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-3","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-3","title":"The idea, step by step","topic":"emerging","kind":"research","text":"Start with the main idea: what may be changing, how the clues connect, and what remains uncertain. Read the matching explanation in OTR EMERGING DATA .","links":["https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-1"]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-4","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-4","title":"Review status","topic":"evidence","kind":"research","text":"Check what was reviewed, what remains uncertain and how much the sources can support. Live-pulse review completed for all ten investment instruments using separately reopened session-labelled price pages and finance-feed crosschecks. The attached investment records and original clocks were compared. No full-current OHLCV, executable bid/ask, calibrated model, site write or new historical settlement was obtained. LEARNING REVIEWED WITH DISCLOSED LIMITS","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-5","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-5","title":"The key clues","topic":"emerging","kind":"research","text":"See the main observations behind the idea, with their important qualifications. Microsoft can choose hardware and already sells services to customers. That may help when investors question how much profit chip suppliers can keep. The possible benefit is lower cost for useful AI work. Investment call details are available with membership. OTR’s view is that hardware choice can improve bargaining power and help direct savings toward recurring services. The important test is useful work delivered at an acceptable cost, rather than how many chips one company owns. Market preference for that control could support the share before the future architecture reaches large-scale deployment.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-6","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-6","title":"What could change this view?","topic":"changes","kind":"research","text":"See what could change this interpretation and what still needs to be checked. A broader market reaction to CPI could overturn the thesis without proving the hardware plan unsuccessful.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-7","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-7","title":"What this means","topic":"emerging","kind":"research","text":"Read the takeaway and the limits that matter before drawing a conclusion. The closed-market rule controls whether an outcome can be scored. Its source facts and prices still need independent checks.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-11","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-11","title":"Neutral","topic":"evidence","kind":"research","text":"Read the details behind this part of the research and how they connect to the main idea. 8% subjective for a source-matched change within and including ±0.25%. Missing observations and a closed deadline remain separate statuses.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-15","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-15","title":"Evidence behind this view","topic":"evidence","kind":"research","text":"Review the information supporting this view and the limits on what it can show. Checks whether separate pieces of evidence support the same view. The current primary deployment announcement and the separate NVIDIA partnership record describe a mixed hardware approach. The opened Microsoft pre-market page is positive while the individually checked hardware names are weaker. That is a dated contrast, not a simultaneous tradable spread. The official CPI release is scheduled for 14 October at 20:30 Singapore time and can challenge technology valuations within this chosen horizon. The live-pulse recheck and its contrary evidence are recorded under Signal evolution.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-17","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-17","title":"Evidence against this view","topic":"changes","kind":"research","text":"Check the opposing evidence and other explanations that could weaken this view. Shows evidence and risks that could challenge this view. Building proprietary hardware requires capital and successful execution. Better technical efficiency does not automatically improve group profits if prices fall or usage costs rise. Broad inflation or a higher discount rate can overwhelm firm-specific cost advantages. The page still displays its earlier positive observation. The cost-control thesis remains possible, while its weak old analogue sample and inflation-sensitive valuation remain opposing evidence.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-19","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-19","title":"What people say vs the facts","topic":"evidence","kind":"research","text":"Compare what people say with the observations, without treating attention as proof. Compares recorded public discussion with checked market facts. We separate broad stories about demand, competition or safety from the specific observations we can check. Repeated articles, shared press releases and reviewer agreement are not independent confirmations. Our mechanism remains an inference until the measurable tests support it.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-21","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-21","title":"Category","topic":"evidence","kind":"research","text":"Read the details behind this part of the research and how they connect to the main idea. Investments","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-22","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-22","title":"Title","topic":"evidence","kind":"research","text":"Read the details behind this part of the research and how they connect to the main idea. Microsoft - Control over costs of running a trained AI model becomes a shelter inside AI","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-23","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-23","title":"What’s changing?","topic":"evidence","kind":"research","text":"Follow the reasoning from the observations to the proposed result. A possible link is not proof. The reasoning is set out under “OnTheRice’s Emerging Data” in this signal.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-25","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-25","title":"Call and evidence","topic":"evidence","kind":"research","text":"Read the details behind this part of the research and how they connect to the main idea. Read the matching explanation in Chapter 5 and Chapter 6 .","links":["https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-5","https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-6"]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-26","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-26","title":"Signal evolution · How this view developed","topic":"evidence","kind":"research","text":"See what changed in the research and why, while keeping earlier recorded views separate. Read the matching explanation in Chapter 18 and Chapter 8 .","links":["https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-18","https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-8"]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-27","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-27","title":"What changed","topic":"evidence","kind":"research","text":"See what changed in the research and why, while keeping earlier recorded views separate. The generic finance tool again supplied completed-close values with newer clocks; we did not treat those as fresh pre-market prices. Recorded public history An operator that can choose hardware… This is the first recorded public view. Further public updates will appear here. Microsoft - Control over costs of running a trained AI model becomes a shelter inside AI We see a possible move from owning the scarcest chip to controlling the cost of useful AI services. An operator that can choose hardware and already has customers may benefit when investors question which suppliers keep the largest margin. Forecast prepared: 13 Oct, 21:35 SGT Published by OTR: 13 Oct 2026, 22:41 SGT","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-29","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-29","title":"Evidence, memory & review","topic":"evidence","kind":"research","text":"Read the details behind this part of the research and how they connect to the main idea. We compared the dated mechanism with the latest OTR learning and behavioural limits. We preserve the older records rather than rewrite their directions, deadlines or outcomes. This recheck keeps displayed-clock freshness separate from retrieval time and distinguishes old-to-new quote comparisons from post-publication outcomes.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-30","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-30","title":"Named assets or actors · People, organisations and investments","topic":"evidence","kind":"research","text":"Identify the people, organisations or assets discussed and the part they play in the research. Microsoft (MSFT); the public agencies, issuers and affected actors named in the evidence. Only this listed instrument receives the stated price preference.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-31","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-31","title":"Investment research","topic":"evidence","kind":"research","text":"Read the takeaway and the limits that matter before drawing a conclusion. NO ENTRY. A closed fixed deadline is CANCELLED (MARKET CLOSED).","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-32","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-32","title":"OTR reasoning · Why we see this connection","topic":"evidence","kind":"research","text":"Follow the reasoning from the observations to the proposed result. A possible link is not proof. The reasoning is set out under “Key points” in this signal.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-33","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-33","title":"Counterpoint · Another possible explanation","topic":"evidence","kind":"research","text":"Check the opposing evidence and other explanations that could weaken this view. Read the matching explanation in Chapter 17 and Chapter 6 .","links":["https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-17","https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-6"]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-34","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-34","title":"Evidence, memory & review 4 linked sources","topic":"sources","kind":"research","text":"Check where the information came from, when it was observed and what was verified. Named assets or actors: Microsoft (MSFT) Source trail Any forecast estimate is shown separately with its own source and limitations.","links":[]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-35","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-35","title":"Keep exploring","topic":"connections","kind":"finish","text":"Choose how to follow this Signal or compare it with other research. Track this Signal to find it again, compare the evidence, and revisit its recorded outcome. Explore more Signals →","links":["https://ontherice.org/signals/"]},{"id":"otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-36","url":"https://ontherice.org/signals/PDF-909eb43d0f8495ba776b880c-04/#otr-slide-PDF-909eb43d0f8495ba776b880c-04-detail-36","title":"Terms in simple English","topic":"glossary","kind":"glossary","text":"Find plain meanings for the specialist terms used in this research. Asset or investible Something that can be bought or sold, such as a share, bond, fund, currency or cryptocurrency. Share or equity A share is a small ownership stake in a company. Its price can rise or fall. Entry or reference price A reference quote is not proof that a trade could be made at that price. Horizon or deadline The forecast time window. A saved deadline states when the outcome should be checked. HIT and MISS MISS means it did not meet those rules. These labels do not measure profit after trading costs. Estimates whose accuracy has not been established by testing A judgement that has not been shown to match real outcomes reliably. It is not a proven success rate. Calibration Checking whether stated chances match real results across many forecasts. An estimate can still be untested. Margin in context A business margin compares revenue with stated costs; it may be a percentage or profit per unit, such as dollars per barrel. For a leveraged trade, margin means money required to support the position. Check the stated measure. Valuation What investors think an asset or company is worth, compared with measures such as sales, profit or cash flow. Bid–ask spread The gap between the price a buyer offers and the price a seller asks. A wider gap can make trading more costly. Spread A gap between two prices or rates. Check the items being compared: lending-rate gaps differ from buying–selling price gaps. Liquidity How easily an asset can be traded without sharply moving its price. For a company, it can mean access to cash for bills. Discount rate The rate used to turn expected future cash into estimated value today. A higher rate usually lowers that estimated value. Ticker The short code identifying an asset on a venue. Venue, currency and exact instrument still matter. Exchange or venue The market or trading platform supplying a quote. NASDAQ and NYSE are US exchanges; SGX is Singapore Exchange. Prices can differ by venue. OHLCV Price data showing opening, highest, lowest and closing prices, plus trading volume, for a stated period. Spot price A price for near-immediate delivery or settlement, different from a futures price. Historical analogue A similar past situation used for comparison. It does not prove today’s event will have the same result. Inflation A rise in general prices. Slower inflation means slower price rises, not necessarily falling prices. CPI Consumer Price Index, a measure of price changes paid by consumers. Check of how evidence affects the estimate Updating an earlier belief with new evidence. A posterior is the updated estimate; a likelihood ratio compares how evidence fits outcomes. A estimate based on judgement may have no tested calculation. Check of whether comparisons and shared evidence are suitable Related calls may share evidence, so one story must not count as several independent reasons. AI or machine learning Software learning patterns from examples to perform tasks. Its output can be wrong. Deployment Making software or a system available for real use. Deployment alone does not prove it works well. UTC and SGT UTC is a world time standard. SGT is Singapore time, eight hours ahead of UTC. Producer Price Index (PPI) A measure of prices received by producers. It differs from the consumer prices measured by CPI. Median The middle value when observations are put in order. Half lie at or below it and half at or above it; it is not a promised future result.","links":[]}]}