KFSC Institutional Intelligence System
Silver: 2025 rally, 2026 rotation, price currently holding
Silver more than doubled in 2025. Spot finished 2024 at $28.87. By year-end 2025 it had reached $71.26, a gain of roughly 147%. The annual average rose 41%, from $28 to $40. As of May 6, 2026, spot is $74.87 per the live KFSC Macro Regime Model run, currently above the year-end close[1][6].
Then in early 2026 three things reversed at once. The largest silver exchange-traded products had seen nine consecutive months of inflows; in early 2026, this reversed to net outflows. London vaults that had drained for four years began refilling. Industrial demand softened, with industry reports documenting a reduction in silver loading per solar panel. Three of the cyclical signals reversed at once. The price did not[1][2][3][5].
This commentary walks through that divergence and the rationale for the silver position held within some of our KFSC Risk Managed Strategies. It is provided for informational and educational purposes only, is not a recommendation to buy or sell any security, and is not individualized investment advice. Position decisions in any specific client account remain subject to advisor discretion and individual suitability review.
■ WHAT THIS COMMENTARY EXPLAINS
Silver more than doubled in 2025. The cyclical signals rolled over. The price did not.
▲ 2025 THE RALLY +147% 2025 silver spot return Spot went from $28.87 at the end of 2024 to $71.26 at year-end 2025. The annual average rose 41%, from $28 to $40[1]. | ● 2026 SO FAR $74.87[6] spot today, above the $71.26 year-end close[1] Cyclical signals reversed: Exchange-traded product outflows of 65 million ounces (February through April), London vaults rebuilding from the March 2025 trough, industrial demand down 80 million ounces year over year. Spot held[1][2][3]. |
■ WHAT MOVED IN 2026, AND WHY
▼ INVESTOR FLOWS
Exchange-traded products out 65 million ounces[3]
February through April
Why: After nine months of accumulation that brought 171 million ounces in, the cumulative position reversed from net buying to net selling. iShares Silver Trust accounted for roughly half of the outflow. The other issuers (Sprott, Zürcher Kantonalbank, WisdomTree, Aberdeen) accounted for the balance through smaller monthly outflows[3].
▼ INDUSTRIAL DEMAND
Down 80 million ounces[1]
2025 compared to 2024, full-year
Why: Solar photovoltaic silver demand fell from 244 to 194 million ounces. Industry reports document solar panel oversupply in 2024, subsequent price declines, and reduced panel construction in 2025. Industry reports also document panel makers reducing silver loading per cell during this period. Our read: a cyclical reset, not a structural break[1][5].
▲ LONDON VAULTS
Up 172 million ounces[2]
From the March 2025 trough
Why: The drain that ran from June 2021 through March 2025 reversed once the rally pressure eased and metal could flow back into institutional storage. The opposite of a safe-haven scenario, where vaults would be drained rather than refilled[2].
■ WHAT YOU'LL FIND INSIDE
- The data behind the 2026 cyclical reset. Investor flows, vault dynamics, industrial demand.
- Whether this is a crisis or positioning rotation. What the data shows about Iran, liquidity, and market structure.
- Why we hold silver. The structural case and the KFSC Asset Role Registry's classification.
- What we are watching. The conditions that would change our view.
■ WHAT CHANGED
Three things shifted in early 2026
Investor flows reversed. Silver Exchange-Traded Products bled 65 million ounces from February through April 2026. February: -27 million ounces. March: -11 million ounces. April: -27 million ounces. After cumulative inflows of 171 million ounces over the prior nine months, net flows reversed from buying to selling and have remained negative. The flow pattern is concentrated. iShares Silver Trust accounted for roughly half of the 65 million ounce total, shedding about 32 million ounces over the three months. In April, it led the outflow at -18.7 million ounces, the largest single-product monthly outflow in the six-month issuer-level dataset. The other issuers (Sprott, Zürcher Kantonalbank, WisdomTree, Aberdeen) accounted for the balance, mostly through smaller monthly outflows. The flows are one piece of the cyclical reset, not a price unwind. Spot has held above the year-end close throughout[3].
MONTHLY SILVER EXCHANGE-TRADED PRODUCT FLOWS
Investor positioning swung sharply, nine months of inflows then a three-month outflow[3].
Monthly net flows into and out of physical silver exchange-traded products globally. The cumulative line tracks the running total since January 2024. Inflows of 171 million ounces from May 2025 through January 2026, followed by outflows of -65 million ounces from February through April 2026. Source: London Stock Exchange Group, 03 April 2026. Cumulative figure is an internal KFSC calculation[3].
The major silver exchange-traded products in this data are physically-backed funds (not all silver exchange-traded products are; some use swaps or other derivatives instead of holding metal). For the physically-backed ones, the mechanism is similar in spirit to the gold standard. Just as a gold-standard dollar represented a claim on actual gold held in a vault, each share of a physically-backed silver exchange-traded product represents a claim on actual silver bars held by the trust. When investor demand for shares rises, market makers deliver silver bars to the trust in exchange for new shares; when demand falls, the process runs in reverse. Vault holdings move in step with investor flows, with no inventory buffer in between. From May 2025 through January 2026, the trusts' vault holdings grew by 171 million ounces on net to back nine months of inflows. From February through April 2026, those holdings declined by 65 million ounces against outflows. That swing is one of the data inputs in our diagnostic when evaluating the silver thesis for the strategies[2][3].
Industrial demand and mine supply move slowly. Investor flows turn on a dime. When investors flip from buyers to sellers, the metal market feels it within weeks.
MONTHLY SILVER EXCHANGE-TRADED PRODUCT FLOWS BY ISSUER
iShares drives both the December rally and the spring outflow[3].
Monthly silver exchange-traded product flows broken down by issuer. iShares Silver Trust shows the largest swing in both directions across the six-month window. Six-month net change is -9.4 million ounces. Source: London Stock Exchange Group, 03 April 2026[3].
When one fund dominates a market, that market becomes sensitive to that fund's investors. iShares Silver Trust holds most of the world's silver exchange-traded product assets. When the trust sees net inflows, additional silver is delivered into its vaults; when it sees net outflows, silver leaves. The current period shows net outflows, with the trust accounting for about half of the 65 million ounce February to April total. The other issuers (Sprott, Zürcher Kantonalbank, WisdomTree, Aberdeen) accounted for the balance through smaller monthly outflows[2][3].
When a market depends on a small number of big participants for its marginal flow, the moves get sharper when those participants change direction. Right now those participants are leaving.
Vaults reversed. London vaults rebuilt 172 million ounces from their March 2025 trough through March 2026. After draining 469 million ounces from June 2021 through March 2025, physical metal started flowing back into institutional storage. This is the opposite of a geopolitics-driven scenario[2].
LONDON BULLION MARKET ASSOCIATION SILVER HELD IN LONDON VAULTS
London vaults: 40% drawdown from the 2021 peak, partial rebuild since.
London Bullion Market Association silver holdings, monthly. Peak of 1,180 million ounces in June 2021. Trough of 711 million ounces in March 2025. Latest reading 883 million ounces in March 2026. Drawdown from peak calculated as (Trough Level / Peak Level - 1) times 100. Source: London Stock Exchange Group, March 2026[2].
Most of the world's institutional silver trades against physical bars sitting in London vaults run by the London Bullion Market Association. When industrial buyers or exchange-traded product issuers need metal, the vaults deliver. From mid-2021 through early 2025, the vaults shipped out 469 million ounces without enough new metal coming in to replace it. The warehouse was emptying. In 2025 the trend reversed. Metal started coming back faster than it left[2][3].
If geopolitics were driving silver right now, institutions would be stockpiling, not destocking. In our view, the vault rebuild is one of the cleanest pieces of evidence that this is not a safe-haven move[2].
Industrial demand softened. Solar photovoltaic silver demand fell from 244 million ounces in 2024 to 194 million ounces in 2025, with total industrial demand down 80 million ounces year over year[1].
What did not change: the price. Spot peaked early in the year and pulled back during the spring outflow, but it has stayed above the $71.26 year-end 2025 close throughout. As of May 6, 2026, spot is at $74.87. Three cyclical signals reversed. The price did not[1][3][6].
■ CURRENT DIAGNOSTIC READ
Iran, liquidity, or just positioning?
The question we are trying to answer: is this a crisis flow (Iran tensions, liquidity stress) or is it cyclical positioning rotation?
Our diagnostic process uses four frameworks that combine into a regime classification through the KFSC Macro Regime Model[6].
When silver moves the way it has, the question is not just what happened, but why. Different reasons call for different responses. If silver is rallying because of war fears or a financial crisis, that is a different position than if it is rallying because of real metal shortage or because investors are crowding into a trade[6]. So we run the data through four lenses, each looking at one possible cause:
| Geopolitics, war, currency-debasement fear? | The Monetary Integrity Framework |
| Funding stress, dollar squeeze, credit market trouble? | The Liquidity Transmission Framework |
| Real shortage of the actual metal? | The Strategic Scarcity Framework |
| Crowded trade, stretched valuations, herding? | The Market Structure Framework |
Each framework reads its own slice of the data and reports a state. The four states combine into one overall regime classification. The reason this matters for clients: how we treat the silver position depends on which scenario we are in. The frameworks below show what each is reading right now[6].
Think of it like a doctor checking four different vital signs before making a diagnosis. Each vital tells you something on its own, but it is the combination that points to the right answer.
The Monetary Integrity Framework reads the geopolitical and currency-debasement environment. Iran-driven silver would produce a specific data signature: exchange-traded product inflows (safe-haven demand) and vault drainage (institutions stockpiling). The data shows the opposite: exchange-traded products in outflow, vaults rebuilding. In our reading, Iran is not the driver of the current move. In our reading, the underlying monetary conditions remain consistent with our precious metals thesis: governments running large deficits, central banks buying gold by the ton[2][3][8][9].
The Liquidity Transmission Framework reads funding spreads, dollar conditions, and credit stress. In funding-stress scenarios, silver has historically been among the first metals sold, given its higher historical volatility. But that scenario has its own signature: spreads widen, the dollar strengthens, credit stress shows up everywhere at once. From what we see, none of those signatures are present today[5].
The Strategic Scarcity Framework reads commodity-specific supply and demand. In our reading, the structural picture is unchanged: ongoing physical deficit since 2021, mine output flat for fifteen years. The cyclical picture rolled over: industrial demand soft, deficit narrowed, vaults rebuilding[1][2][4].
The Market Structure Framework reads positioning, flow, and concentration. iShares Silver Trust holds more silver than any other exchange-traded product. When its investors buy or sell, the broader exchange-traded product segment usually moves the same way. In the spring 2026 outflow it accounted for roughly half of the 65 million ounce total[3].
What we are seeing right now in the data: the economy is in stagflation. Growth is slowing while prices keep rising[7]. Underneath that headline, four specific conditions stand out:
| Real materials shortage. | Supply is not keeping up with demand. Physical silver has been in deficit each year since 2021, totaling roughly 650 million ounces cumulatively[1]. |
| Currencies losing ground. | Governments running large deficits[8], central banks stockpiling gold by the ton[9], integrity behind paper money eroding at the margins per our Monetary Integrity Framework reading. |
| Funding markets currently working. | No credit crunch, no dollar squeeze, no banking stress per our Liquidity Transmission Framework reading. We are not in a 2008-style crisis. |
| Asset prices on the high side. | Equities, bonds, and other risk markets trading at stretched valuations versus history per our Market Structure Framework reading. |
What we are NOT seeing: a full-blown flight-to-safety, lose-confidence-in-money panic. In that kind of environment, investors have historically moved into monetary metals, and silver has historically tracked more closely to gold under such conditions. We are not in that kind of environment right now.
What this means for the silver position: in our reading, silver here is acting more like a real-economy risk asset than a pure monetary metal. Its price tracks supply, demand, and broader risk appetite. We treat the position that way: sized for its industrial and structural drivers, not as a gold substitute.
■ ASSET FOCUS
Why we hold silver
Within some of our KFSC Risk Managed Strategies, we hold physical silver through a physically-backed silver trust. The position is sized to silver's classification in our KFSC Asset Role Registry. Position sizing is how we manage risk: silver is materially more volatile than gold, so the size of the silver position is the lever we use to control its contribution to overall portfolio volatility within each strategy's risk mandate.
Gold and silver carry different classifications in our KFSC Asset Role Registry. Gold sits at the top monetary tier. Silver sits one tier below: per the registry, silver "behaves as a risk asset unless regime is Debasement Scarcity". It is a conditional monetary metal[6].
Where these metals are held, the amount varies based on each strategy's risk mandate. The KFSC Risk Managed Strategies span Conservative, Moderate, and Aggressive risk mandates: more conservative strategies hold less risk-asset exposure, more aggressive strategies hold more.
We did not put the position on to chase the 2025 rally. We put it on for the structural reasons that follow. 2025 confirmed those reasons. Three structural reasons.
The KFSC Macro Regime Model run on May 6, 2026 gives us the diagnostic. What we as advisors see in that data: monetary conditions are deteriorating. In our reading, that is consistent with our positioning in hard assets such as gold and silver. Even though the regime classifies as Stagflationary Pressure rather than Debasement Scarcity, in our current reading, the data is consistent with our precious metals thesis[6].
One. Mine supply is structurally slow to respond to price. World silver mine output in 2010: 753 million ounces. In 2025: 805 million ounces. That is 7% growth over fifteen years. Latin America, the largest producing region, peaked in 2016 and has declined since. Mexico and Peru both produce less silver today than they did a decade ago[1][4].
WORLD SILVER MINE PRODUCTION BY REGION
World mine output has been roughly flat for fifteen years.
Mine production by major producing region. World total moved from 753 million ounces in 2010 to 805 million ounces in 2025, a 7% cumulative increase. Latin America peaked in 2016 and has declined since. Source: London Stock Exchange Group, 21 April 2026[1][4].
Two things about silver mining matter for the position. First, time scale. Opening a new silver mine takes years from discovery to first production, much of that on permits, environmental review, and construction. The mining industry plans capacity decades ahead. If silver demand doubles tomorrow, the industry cannot respond by adding shifts. Second, byproduct economics. About 70% of the world's silver isn't mined for its own sake. It comes out as a byproduct when companies dig for copper, zinc, or lead. The mine's economics are set by those primary metals. Silver is the loose change in the register, not the reason for the business. Silver prices do not drive primary mining decisions for copper, zinc, or lead operations. The silver yield is a by-product of those operations regardless[5].
This is the structural foundation of our long-term silver thesis. The short-term picture is wobbling, but our underlying scarcity argument is unchanged.
Two facts about silver mining matter for the position. Time scale: opening a new silver mine takes years from discovery to first production. Capacity decisions made today determine supply a decade from now. Byproduct economics: about 70% of the world's silver isn't mined deliberately. It comes out as a side product when companies dig for copper, zinc, or lead. The mine's economics are set by those primary metals. Silver is the loose change in the register, not the reason for the business. Silver prices do not drive primary mining decisions for copper, zinc, or lead operations. The silver yield is a by-product of those operations regardless[5].
Two. The world has been running a silver deficit each year since 2021. Cumulatively that is roughly 650 million ounces of accumulated shortfall. Picture a bathtub. The faucet is silver entering from mining and recycling. The drain is silver leaving through industrial use, jewelry, coins, and investment demand. For five years running, more silver has gone down the drain than has come from the faucet. Higher prices are the market's way of slowing the drain[1].
ANNUAL SILVER SUPPLY, DEMAND, AND PRICE
Five years of physical deficit, with 2025 narrower but annual average price up 41% versus 2024[1].
Total Supply combines mine production, scrap, and net hedging supply. Physical Demand combines jewelry, coins and bars, silverware, and industrial fabrication. The price line shows the London afternoon price benchmark, annual average. Source: London Stock Exchange Group, 22 April 2026[1].
Think of the silver market as a bathtub. The faucet is silver entering the system from mining and recycling. The drain is silver leaving through industrial use, jewelry, and coins. For five years running, more silver has gone down the drain than has come from the faucet. The level has been falling. Higher prices are the market's way of slowing the drain.
Five straight years of shortage built up the rally. The 2025 narrowing is the first sign the imbalance is easing[1].
Industrial demand drove most of silver's recent growth. Solar photovoltaic silver demand more than doubled from 2021 through 2024 as China built out solar at a furious pace. Then 2025 broke the trend. Industry reports document solar panel oversupply in 2024 and reduced panel construction in 2025. Industry reports document panel makers reducing silver loading per cell during this period. Picture a restaurant where the price of salt jumps to $50 a pound. Recipes get rewritten overnight. Solar panel design appears to have followed a similar pattern[1][5].
INDUSTRIAL FABRICATION DEMAND
Solar pulled back in 2025 after four straight years of relentless growth.
Industrial fabrication demand for silver, broken down by end use. The amber segment shows solar photovoltaic demand, which grew from 112 million ounces in 2021 to a 244 million ounces peak in 2024 before falling to 194 million ounces in 2025. Source: London Stock Exchange Group, 22 April 2026[1].
Solar cells use silver. The metal carries electricity from the cell to the wires. From 2021 through 2024, global solar installations grew rapidly, and silver demand for solar more than doubled. Then 2025 broke the trend. Industry reports document solar panel oversupply in 2024 and reduced panel construction in 2025. Industry reports also document panel makers reducing silver loading per cell. Picture a restaurant where the price of salt jumps to $50 a pound. Recipes get rewritten overnight. Solar panel design appears to have followed a similar pattern[1][5].
Solar drove silver demand growth from 2021 through 2024. With solar slowing in 2025, silver demand growth slowed with it. China's 2026 policy direction may help clarify whether 2025 was a one-year setback or the start of a longer trend[7].
Three. Silver has historically performed in line with gold during currency-debasement regimes. Governments are running large deficits. Central banks are buying gold by the ton[8][9].
■ HISTORICAL CONTEXT
Why silver moves like silver
From 2021 through early 2025, the cyclical conditions reinforced the structural thesis. Vaults drained. The deficit ran wide. Investor flows piled in. Solar demand boomed. Silver's price moved with both the structural and cyclical conditions during that period. The structural and cyclical cases pointed the same direction[2].
Today they don't. The cyclical signals have reversed. The structural reasons for the position have not changed.
Silver is more volatile than gold, a relationship documented in long-run industry data. The relationship is structural, not cyclical, and is documented in industry analysis. Silver has historically experienced larger price moves than gold in both directions, a pattern documented in long-run industry data. The reason is in the supply chain. Roughly 70% of silver comes out as a byproduct of mining lead, zinc, or copper, so silver supply does not respond to silver prices. When silver demand cycles, supply cannot quickly adjust. Price has to do the rationing in both directions[5].
This volatility profile is exactly why our KFSC Asset Role Registry treats gold and silver asymmetrically. Gold is the structural monetary anchor. Silver has historically performed more in line with gold under aligned conditions and more like a risk asset otherwise, per our framework's classification. The two metals share a thesis but they are not interchangeable.
■ RISK INTERPRETATION
What could change our view
The structural case is what supports the position. If we read the structural case as breaking, we adjust the silver position in those KFSC Risk Managed Strategies that hold it, based on each strategy's risk level, ranging from conservative to aggressive.
What we would read as a break in the structural case: sustained mining capacity expansion, which we view as unlikely given byproduct economics and decade-long mine development timelines; a structural drop in industrial silver intensity, where we read the 2025 thrifting move as a cyclical reset rather than a structural break though we continue to monitor; or a regime change in central bank gold buying or currency-debasement signals[5].
What we are tracking: industrial demand stabilization through the third and fourth quarters of 2026 (does the solar reset complete, or does it deepen?); vault flow direction (does the rebuild continue, plateau, or reverse?); exchange-traded product flow direction (does the spring outflow exhaust, or does it continue?); the monetary backdrop, including central bank gold buying and currency-debasement signals[2][3].
■ IMPLEMENTATION CONTEXT
How the position is held
The position is held within some of our KFSC Risk Managed Strategies. These are dynamic, adaptive strategies that we manage under full discretion. Where held, the position is sized based on each strategy's risk mandate, ranging from Conservative to Aggressive.
The Investment Committee meets and reviews the data. Position-sizing decisions sit with the advisor and the Investment Committee, weighed against each client's risk tolerance, liquidity needs, and overall portfolio composition. All KFSC Macro Regime Model outputs are diagnostic-only, advisor override required[6].
■ BOTTOM LINE
Why we hold
Silver more than doubled in 2025, with spot rising from $28.87 to $71.26. Then the cyclical signals rolled over without the price following. The largest exchange-traded products have seen net outflows. Vaults are rebuilding. Industrial demand reset down. We read the data through April 2026 as consistent with positioning rotation, not safe-haven flow, not liquidity stress[1][2][3].
In our reading, the long-run case for silver (flat mining, ongoing shortage, current monetary conditions) remains intact. The short-run case (solar boom, vault drainage, investor accumulation) is the part that just weakened. For four years they pointed the same direction. They don't anymore[2].
This is why we hold. The structural reasons for the position have not changed. The cyclical argument is weaker, which is why we are not adding, but the structural case is the case for the position itself. Position decisions remain subject to advisor discretion and individual client suitability.
Sources
- [1] London Stock Exchange Group. Silver Supply and Demand Balance, annual data 2021 through 2025. Source: London Stock Exchange Group Workspace, table object titled "Silver Supply and Demand Balance." Retrieved 22 April 2026.
Used for the 2025 annual price metrics ($28.30 to $39.90 annual average, 41% rise in averages); year-end 2024 and year-end 2025 spot reference levels ($28.87 to $71.26, approximately 147% spot return); annual physical supply of 1,059 million ounces and physical demand of 1,111 million ounces; the 52 million ounces 2025 deficit and 176 million ounces 2024 deficit; industrial demand decline from 689 to 609 million ounces year over year; solar photovoltaic demand decline from 244 to 194 million ounces; cumulative physical deficit since 2021 (approximately 650 million ounces); supply-demand-price chart series in the chart titled Annual Silver Supply, Demand, and Price; industrial fabrication breakdown by end use in the chart titled Industrial Fabrication Demand. - [2] London Stock Exchange Group. London Bullion Market Association Silver Held in London Vaults, monthly series. Source: London Stock Exchange Group Workspace, monthly London Bullion Market Association silver vault holdings series. Retrieved through March 2026.
Used for the vault peak of 1,180 million ounces in June 2021; the trough of 711 million ounces in March 2025; the latest reading of 883 million ounces in March 2026; the 40% peak-to-trough drawdown calculated as (Trough Level / Peak Level minus 1) times 100; the 172 million ounce rebuild from trough through March 2026; the 469 million ounces peak-to-trough drawdown figure; vault holdings chart series 2016 through March 2026 in the chart titled London Bullion Market Association Silver Held in London Vaults. - [3] London Stock Exchange Group. Silver Exchange-Traded Product Holdings and Flows, monthly issuer-level data. Source: London Stock Exchange Group Workspace, exchange-traded product holdings dataset. Retrieved 03 April 2026.
Used for the 171 million ounce cumulative inflow from May 2025 through January 2026; the -65 million ounces cumulative outflow from February through April 2026; the monthly breakdown (February -27 million ounces, March -11 million ounces, April -27 million ounces); iShares Silver Trust April outflow of -18.7 million ounces; iShares Silver Trust three-month outflow of approximately 32 million ounces from February through April 2026; the monthly silver exchange-traded product flow chart series since January 2024 in the chart titled Monthly Silver exchange-traded product Flows; the issuer-level breakdown for November 2025 through April 2026 in the chart titled Monthly Silver exchange-traded product Flows by Issuer. - [4] London Stock Exchange Group. Silver Mine Production by Region, annual series. Source: London Stock Exchange Group Workspace, regional mine production dataset. Retrieved 21 April 2026.
Used for world mine output figures (753 million ounces in 2010, 805 million ounces in 2025, 7% cumulative increase over fifteen years); Latin America peak of 304 million ounces in 2016 and decline to 246 million ounces in 2025; Mexico and Peru's decade-over-decade decline; mine production by region chart series 2010 through 2025 in the chart titled World Silver Mine Production by Region. - [5] The Silver Institute. World Silver Survey 2025. Annual industry reference report on silver supply, demand, mine production characteristics, industrial use, and price behavior. Published April 2025; available at silverinstitute.org.
Used for the byproduct mining figure (approximately 70% of silver produced as a byproduct of lead, zinc, or copper mining); for industry context on the multi-year timeline from silver mine discovery to first production; for industry context on silver thrifting in solar photovoltaic cell design; and for the historical observation that silver is structurally more volatile than gold over multi-year windows. - [6]KFSC Institutional Intelligence System (KFSC Institutional Intelligence System). Internal canonical configuration, including the KFSC Asset Role Registry, the KFSC Macro Regime Model specification, and the four diagnostic frameworks (Monetary Integrity Framework, Liquidity Transmission Framework, Strategic Scarcity Framework, Market Structure Framework). Status: CANONICAL.
Used for silver's classification as a secondary monetary metal and gold's classification as a top-tier monetary reserve; for the registry's quoted language that silver "behaves as a risk asset unless regime is Debasement Scarcity"; for the registry's encoding of the asymmetric tier treatment between gold and silver; and for the four-framework KFSC Macro Regime Model architecture (Monetary Integrity Framework, Liquidity Transmission Framework, Strategic Scarcity Framework, Market Structure Framework) that organizes the diagnostic reasoning in this commentary. - [7] U.S. Bureau of Economic Analysis, Gross Domestic Product, quarterly release; U.S. Bureau of Labor Statistics, Consumer Price Index for All Urban Consumers, monthly release. Most recent reporting available as of May 2026. Sources: bea.gov, bls.gov.
Used for substantiating the economic context underlying the stagflation characterization (decelerating growth combined with persistent inflation). - [8] U.S. Department of the Treasury, Monthly Treasury Statement; Congressional Budget Office, Budget and Economic Outlook. Most recent fiscal data published through May 2026. Sources: home.treasury.gov, cbo.gov.
Used for substantiating the claim that governments are running large deficits, with federal budget deficits at multi-decade-elevated levels relative to gross domestic product. - [9] World Gold Council, Gold Demand Trends, central bank demand series, quarterly publication. Most recent data published through first quarter 2026. Source: gold.org.
Used for substantiating the claim that central banks have been net buyers of gold by the ton, supporting the monetary-debasement context for precious metals positioning.
All figures verified against the underlying source data on retrieval. London Stock Exchange Group Exchange-Traded Product flow figures are as reported by London Stock Exchange Group and are subject to revision as new monthly data is published.
Compliance Disclosures & Risk Warnings
This commentary is provided for informational purposes only and should not be construed as a recommendation to buy or sell any security or as individualized investment advice.
The opinions and forecasts expressed are those of Keaney Financial Services Corp. as of the date of this commentary. They are subject to change at any time based on market conditions and other factors, and may or may not come to pass.
The KFSC Macro Regime Model and the KFSC Asset Role Registry are proprietary analytical components within the KFSC Institutional Intelligence System. Their analysis is based on historical data and a structured evaluation of current conditions. These tools are diagnostic only and do not guarantee future results or protect against loss.
Past performance is not indicative of future results.
No statement in this commentary, including conceptual frameworks, analogies, or descriptive language, should be interpreted as:
- a promise of profit
- a guarantee of value preservation
- a safeguard against loss
All investment decisions remain subject to advisor discretion and individual client circumstances.
Framework & Risk Management Disclosure
The KFSC Institutional Intelligence System, including its KFSC Macro Regime Model, KFSC Asset Role Registry, and four diagnostic frameworks (Monetary Integrity Framework, Liquidity Transmission Framework, Strategic Scarcity Framework, Market Structure Framework), provides analytical tools used to support advisor decision-making.
These tools are not automated systems, do not predict future market outcomes, and do not dictate trades or portfolio actions. All portfolio decisions are made at the sole discretion of the advisor based on their interpretation of available data, client objectives, and prevailing market conditions.
Investing in commodities, including precious metals, involves elevated risks, including but not limited to: political and geopolitical instability, economic and monetary system changes, currency fluctuations, market liquidity conditions, and rapid price volatility. Silver in particular is a higher-volatility asset than gold and is sensitive to industrial demand cycles, futures-market positioning, and global liquidity conditions.
These factors may result in significant fluctuations in portfolio value and may not be suitable for all investors.
All investing involves risk, including the possible loss of principal.
Asset allocation, diversification, and risk management strategies are designed to manage risk but do not guarantee profits or protect against losses.
Forward-Looking Statements Disclosure
This commentary contains forward-looking statements and interpretive analysis regarding silver price behavior, industrial demand cycles (including solar photovoltaic demand and silver thrifting in cell design), investor positioning through Exchange-Traded Products, geopolitical conditions, liquidity environments, vault inventory dynamics, mining supply, and macroeconomic developments. These statements are based on current observations, historical comparisons, and analytical interpretation of available data.
Historical comparisons referenced in this material are provided for context only. While certain patterns have been observed across prior commodity, monetary, and positioning cycles, there is no assurance that current conditions will follow similar trajectories. Outcomes may differ materially due to changes in monetary policy, geopolitical developments, industrial demand, market structure, liquidity conditions, mining output, regulatory environment, and other unforeseen factors.
Any discussion of current market behavior, including references to investor positioning rotations, vault rebuilds, geopolitical attribution, industrial demand resets, supply-side rationing, or model-identified regime dynamics, reflects interpretive analysis and should not be construed as a definitive explanation of causation or as a prediction of future results.
References to "Iran," "liquidity," "safe-haven flow," or other geopolitical and macroeconomic factors are provided to illustrate the framework's diagnostic reasoning. They are not predictions about specific events occurring or not occurring, and they do not represent a definitive view that any specific cause is presently operative.
References to model outputs, including regime shifts, framework states, and asset role classifications, are diagnostic and do not imply certainty about outcomes or their timing.
References to "hold," "trim," "buy," "sell," or related portfolio terminology in this commentary describe how data informs the investment committee's diagnostic read and not specific recommendations to any individual client.
Allocation & Positioning Disclosure
This commentary is not intended as investment advice for the general public. It is specifically prepared for clients invested in KFSC Risk Managed Strategies and may not apply to other investments managed by advisors at Keaney Financial Services Corp. outside of these strategies.
KFSC Risk Managed Strategies are discretionary, dynamic, and adaptive. Portfolio positioning, allocations, and exposures may change at any time without notice due to evolving market conditions and the advisor's judgment.
These strategies are implemented across a spectrum of distinct models, ranging from Conservative to Aggressive, each with its own risk profile, volatility expectations, and portfolio construction approach.
While the macroeconomic themes and framework outputs described in this commentary are derived from the KFSC Institutional Intelligence System and inform the firm's broader outlook, the specific asset class allocations, position sizes, and underlying holdings may differ materially across strategies, consistent with each strategy's risk mandate and client-specific objectives.
Methodology & Data Disclosure
The analysis presented is based on data sourced from London Stock Exchange Group Workspace (Refinitiv) and is integrated within the KFSC Institutional Intelligence System.
Calculations referenced in this commentary include: 2025 silver spot return of approximately 147% calculated as (Year-End 2025 Spot $71.26 / Year-End 2024 Spot $28.87 minus 1) times 100 from London Stock Exchange Group monthly snapshot data; cumulative exchange-traded product flow figures, where the 171 million ounce net inflow from May 2025 through January 2026 and the -65 million ounces net outflow from February through April 2026 are internal KFSC calculations summing reported monthly net flows from London Stock Exchange Group; the peak-to-trough vault drawdown of 40% calculated as (Trough Level / Peak Level minus 1) times 100 from the London Stock Exchange Group monthly London Bullion Market Association vault series; the cumulative physical deficit since 2021 (approximately 650 million ounces) calculated as the sum of London Stock Exchange Group's annual physical deficit figures from 2021 through 2025; the iShares Silver Trust three-month outflow of approximately 32 million ounces calculated by summing reported monthly iShares Silver Trust outflows from February through April 2026.
All data is believed to be reliable, but is not guaranteed.
Research, Data & Technology Disclosure
Research, analysis, and data referenced in this material are developed through the KFSC Institutional Intelligence System, which integrates multiple data sources, analytical inputs, and research processes.
These sources may include contributions from non-affiliated third-party providers, including market data vendors, macroeconomic analysts, economists, and other research organizations. Such sources are believed to be reliable but are not independently verified by Keaney Financial Services Corp. and are subject to revision.
As part of the research and analytical process, advanced computational tools and artificial intelligence systems may be utilized to assist in the organization, synthesis, and interpretation of data. These tools are used to enhance efficiency and support analysis within the KFSC Institutional Intelligence System, but they do not independently generate investment recommendations, do not make investment decisions, and do not replace the advisor's judgment.
All outputs are subject to human review, interpretation, and oversight.
No amount of research, data analysis, or technological support can eliminate the inherent risks of investing or guarantee any specific outcome.
Specific Securities Disclosure
Specific securities and exchange-traded products referenced in this commentary, including but not limited to iShares Silver Trust, Sprott Physical Silver Trust, Zürcher Kantonalbank Silver, WisdomTree Physical Silver, and Aberdeen Physical Silver, are mentioned solely to illustrate observed market structure and flow dynamics. Reference to these securities does not constitute a recommendation to buy, sell, or hold any specific security, and should not be construed as individualized investment advice. The advisor's firm and its clients may or may not hold any specific security mentioned. Any security held in client portfolios is selected on the basis of advisor due diligence and individual client suitability, not on the basis of the analytical observations made in this commentary.
Historical Event Selection & Dataset Disclosure
The data presented in this material is sourced from London Stock Exchange Group Workspace (Refinitiv) and is analyzed within the KFSC Institutional Intelligence System.
Annual silver supply, physical demand, and price data shown in the chart titled Annual Silver Supply, Demand, and Price are from the London Stock Exchange Group Silver Supply and Demand Balance dataset dated 22 April 2026, covering 2021 through 2025. Industrial fabrication demand by end use shown in the chart titled Industrial Fabrication Demand is from the same dataset.
Monthly silver Exchange-Traded Product flow data shown in Charts 3 and 4 is from the London Stock Exchange Group silver exchange-traded product holdings dataset dated 03 April 2026, covering January 2024 through April 2026.
Monthly London Bullion Market Association silver vault holdings shown in the chart titled London Bullion Market Association Silver Held in London Vaults are from the London Stock Exchange Group monthly series, covering 2016 through March 2026.
Annual silver mine production by region shown in the chart titled World Silver Mine Production by Region is from the London Stock Exchange Group annual series dated 21 April 2026, covering 2010 through 2025.
This commentary does not include historical event selection, drawdown analysis, or comparison with prior crisis episodes. References to prior cycle features (the 2021 vault peak of 1,180 million ounces, the cumulative deficit window since 2021, the May 2025 to January 2026 exchange-traded product inflow window) are observational data points within continuous time series, not selected discrete historical events.
All current-period figures are as of 06 May 2026 and are subject to revision as new data becomes available.
Statistical Interpretation & Non-Predictive Use Disclosure
The statistical measures presented, including supply and demand quantities, monthly net flows, cumulative flow figures, vault holdings, drawdown calculations, and mine production figures, are derived from observational data sourced from London Stock Exchange Group Workspace and processed within the KFSC Institutional Intelligence System. They are provided for descriptive and contextual purposes only.
These measures do not represent expected outcomes, do not imply probability of recurrence, and do not constitute forecasts or projections.
References to prior cycle features (the 2021 vault peak, the May 2025 to January 2026 exchange-traded product inflow accumulation) reflect observational comparisons under prior conditions, not equivalence with the current setup. There is no assurance that current market conditions will follow similar trajectories.
All forward-looking interpretations remain subject to uncertainty and advisor discretion.
Advisor Discretion Statement
All investment decisions are made at the sole discretion of the advisor.
Models diagnose. Advisors advise. Portfolios implement.
Business Entity Disclosure
Keaney Financial Services Corp. provides insurance and financial services. Ameritas Investment Company, LLC (AIC), Member FINRA/SIPC, provides securities and investments. Ameritas Advisory Services, LLC (AAS) provides investment advisory services.
AIC and AAS are not affiliated with Keaney Financial Services Corp.
Ernesto Keaney is an Investment Adviser Representative of Keaney Financial Services Corp., available through the Ameritas Wealth Platform.