DHRUV INTELLIGENCE

An intelligence layer for people who borrow against their investment portfolios.

The bank sees your collateral, your risk, and your margin call in real time — you don’t. We close that gap.

Dhruv Intelligence is the product. MACH11 is the engine inside it. KAIROS is our live research study.

The fixed point when everything moves.

See the Margin Call Risk demo →Powered by the MACH11™ proprietary intelligence engine. For SBLOC principals. Request access.

Buy, borrow, die. It is the oldest strategy in wealth management. Hold appreciating assets, borrow against them instead of selling, let the tax basis reset.

The strategy has three legs. Buy and Die are patient. Borrow is not, and Borrow is the leg Dhruv Intelligence watches. Your rate can change without notice. Your collateral is repriced every day. Your terms can be revised at the bank's discretion, and you will not see any of it move until it already has.

In 2026 that leg failed three times, at three levels of sophistication. In South Korea, more than 1.2 million retail accounts hit margin calls in a matter of weeks, and an estimated 320,000 to 360,000 were liquidated by their brokers (Goldman Sachs data, July 2026). Private credit investors learned that redemptions can be limited when too many people ask for their money at once. And a hedge fund with the best prime brokers on Wall Street was forced into a full unwind in days. Different borrowers. Same mechanism. The terms moved faster than the people holding them.

“We manage it client by client,” said JPMorgan Chase CEO Jamie Dimon, describing how banks raise collateral requirements as volatility rises.

Jamie Dimon, CNBC “Closing Bell: Overtime,” August 5, 2026

Dhruv Intelligence exists to answer the only question that matters before the call comes. At what drawdown, at what rate, and at what advance rate cut does your line break, and how many days of runway remain.

The premise

Normal risk is priced. The tail is not.

Every discount rate starts with an equity risk premium. The most widely used estimate in practice comes from Aswath Damodaran, professor of finance at NYU Stern. He has published it annually since 2008, refreshes it monthly, and gives it away.

His 2026 reading was specific. The price of risk was normal. Stocks looked expensive on most conventional measures, but investors were being paid roughly what they have historically been paid to hold them. What he flagged instead was that the market seemed too sanguine about catastrophic risk.

That gap is the whole problem. Ordinary volatility is in the price. The tail is not. And if your portfolio is pledged against a line of credit, the tail is the only part that matters.

Further reading

Dhruv Intelligence is not affiliated with or endorsed by Professor Damodaran or NYU Stern. Links go to his published work.

See it for yourself

Expose the structural information asymmetry built into institutional credit facilities

Drag the amount drawn, replay a real market drawdown, and watch how close a securities-backed line of credit sits to its margin-call line — and how little of that a standard portal ever shows you.

The Timing Gap

See how close a market move puts you to a margin call

A $5,000,000 illustrative portfolio pledged against a securities-backed line of credit. Set what you have drawn, then replay a real historical drawdown and watch your loan-to-value move against the 70% maintenance line.

$650,000
$0$3,500,000

Replay a market move

Portfolio value

$5,000,000

At today’s level

Loan-to-value

13.0%

Maintenance line: 70.0%

Cushion to call line

$4,071,429

Room before a call

Loan-to-valueMargin call at 70.0%

Within range — for now

At $650,000 drawn against a Today move, your loan-to-value is 13.0% — below the 70% maintenance line, with $4,071,429 of cushion before a call. The same move tomorrow could change that, and your statement would not show it until the month closed.

When the market moves, the institution already knows where you stand. The only question is whether you do too.

The fixed point when everything moves.

Illustrative figures on a $5,000,000 hypothetical portfolio; dollar amounts are anonymized and for illustration only. The −34% / −49% / −57% drawdowns are the S&P 500 peak-to-trough declines of the named episodes; −30% is a generic bear-market case. The 70% maintenance line reflects standard securities-backed lending terms. For education only — not investment, tax, or legal advice.

KAIROS · Principal facility view

Facility status

Principal LOC · Sample

Danger Zone
LTV
66.0%
Utilization
72.9%
Daily accrual
$1,842
Spread
+250 bps
Maintenance threshold watch — collateral recognition lag may widen effective LTV before statement reflects it.

This is what KAIROS shows a principal.

Illustrative example. Educational only.

WHAT WE DO

Real-time visibility

A live view of the risk inside a securities-backed line of credit — collateral value, loan-to-value, and proximity to a margin call — that today only the lending institution holds.

An honest education layer

Monk Mode: free, no-login tools that show self-directed investors the real mechanics of leverage, options, and risk. No pitch, no paywall.

Built on proprietary data

Everything is grounded in a first-of-its-kind longitudinal dataset of how these facilities actually behave over time — research-backed, and the foundation of the engine.

MONK MODE

For the self-directed investor.

Free. Educational. No account required to explore. Understand leverage before it moves against you.

No paywalls. No data brokers tracking your net worth. No marketing traps. Just an isolated environment to stress-test your leverage against macro-shocks before the bank liquidates you.

Learn more →

$138 Billion

against an estimated $5 trillion in eligible collateral

In August 2024, the Federal Reserve published its first-ever attempt to size the SBLOC market — an estimated $138 billion in outstanding SBLOC loans as of Q1 2024, against an estimated $5 trillion in eligible collateral, roughly 2.7% of all U.S. consumer credit. But here is what that number reveals: no dedicated data source for this market exists. These loans are folded into the Fed's Consumer Credit release without being broken out. They are not reported to credit bureaus. To produce even an estimate, Fed economists had to reconstruct the figure from four separate, indirect bank-sector datasets spanning 2011 to 2024. A market this large — and the central bank itself cannot measure it directly. If the Fed cannot see this market clearly, neither can the principals borrowing within it. That is the gap KAIROS exists to close.

Outstanding balances: Federal Reserve FEDS Note, August 2024. Eligible collateral is an estimated addressable figure.

The problem

Collateral Recognition Lag

Your collateral is not always worth what your facility says it is. Recognition delays, haircuts, and reclassifications create a gap between what you own and what your lender counts. This is not a rumor. FINRA — the industry regulator — states that if a collateral call is triggered, lenders often can make these decisions without giving you any notice. Every major SBLOC lender discloses the same language in their own terms. A forced sale can happen before you even know there was a problem. KAIROS watches that gap every day, so it is never invisible to you.The bottom line: the bank recalculates your downside risk instantly, but delays updating your real asset values. You are trading on stale latency data; they aren't.

Source: FINRA · Securities-Backed Lines of Credit (Investor Insights)

Accrual Opacity

Interest on your facility accrues every single day. Most principals never see it until the monthly statement arrives — and by then, small anomalies have compounded into real money. SBLOCs are demand loans with variable interest rates. There is no requirement that the daily accrual be shown to you in real time, and no central source reports it. KAIROS surfaces accrual behavior daily — not monthly. You see it as it happens.The bottom line: variable rates compound in the dark. Your institution's statements reflect historical monthly closes; the margin call triggers in real time mid-month.

Advisor Misalignment

Your advisor manages your portfolio. Your facility is a separate system — separate incentives, separate risk triggers, separate behavior. No existing platform connects the two. The SEC states it directly: all broker-dealers, investment advisers, and financial professionals have at least some conflicts of interest with their retail investors — an economic incentive to recommend products that provide more revenue for the firm, even if not in the best interest of the investor. That is not an accusation. It is the regulator's own language. KAIROS sits on your side of the table — the only side with no conflict.The bottom line: your wealth advisor is incentivized by fee-generating assets under management, not your balance sheet liabilities. They place you in the leverage facility; they do not manage the tail risk.

Source: SEC · Staff Bulletin on Conflicts of Interest

WHY IT'S DEFENSIBLE

A proprietary data engine

A custom, natively built architecture — not a thin wrapper on someone else’s API. The data and the way it is collected are the asset.

Engineered as an institutional asset

Structured, auditable, and production-grade, with data-segregation discipline from day one — built to survive due diligence, not to be retrofitted for it.

Founder-led execution

Built and exited before. The team can lead a high-value unit through and beyond an acquisition, not just ship a prototype.

  • April 14, 2026 — Provisional Patent Filed
  • April 2026 — MACH11™ and Dhruv Intelligence™ Trademark Applications Filed (USPTO)
  • June 1, 2026 — KAIROS Longitudinal Study Launched · OSF Pre-Registered
  • August 2026 — SOC 1 and SOC 2 Audit Engagement Signed · Thoropass
  • Research study

    October 31, 2026 — the KAIROS research study concludes. This date is the study ending, not the product.
SOC 1 + SOC 2 · ENGAGED WITH THOROPASS · 2026Patent Pending (US Provisional, 2026)DHRUV INTELLIGENCE™MACH11™Delaware C-Corp

Your lender knows how close you are to a forced sale. You don't.

A securities-backed line of credit is a demand loan against a portfolio. The lender recalculates collateral value, remaining capacity, and proximity to a sale every day. Most borrowers see those numbers only after the call.

Line at a 60% advance rate: $4,800,000 · untouched: $1,300,000

Headroom

37.5%

Your portfolio can fall this far before the lender can sell it

Maintenance call · shortfall

After the drop
$4,400,000
Maximum permitted loan
$3,080,000
Shortfall
$420,000
Stock you must sell
$1,400,000
Forced-sale multiple
3.33×

At a 75% embedded gain, that $1,400,000 sale realizes about $1,050,000 of long-term gain, roughly $250,000 in federal tax on a sale you never chose to make.

Cover is not the amount you borrowed. The lender's claim is the drawn balance. Selling stock to pay down the line shrinks the collateral at the same time it shrinks the loan, so each dollar sold closes only thirty cents of a shortfall at a 70% maintenance rate. To close a shortfall, more stock must be sold than the shortfall itself. That ratio is the forced-sale multiple: one divided by one minus the maintenance rate.

At a seventy percent maintenance rate, every dollar of shortfall requires three dollars and thirty-three cents of stock sold. If the required sale is larger than the portfolio that remains, the figure reads more than you have. That case is correct. It means the sale cannot restore the line from what is left.

How the line actually breaks

The line is payable on demand

A securities-backed line of credit is a demand loan. The lender can require repayment without a scheduled maturity. Cover that looks adequate on a quiet day is not a term. It is a snapshot the lender can revise.

Collateral is repriced every day

The portfolio you pledged is marked continuously. The value that supports the line is the lender's value, after haircuts and eligibility rules, not the last price on your statement. A gap between those two numbers is ordinary. You are not shown it in real time.

Advance rates can be cut

The share of a position the lender will lend against, and the level at which it will call, are not fixed. Either can be tightened as volatility rises, as a name concentrates, or as the book is reclassified. A cut in the maintenance rate raises the trigger without a single share being sold.

A haircut and a drop can land together

Market price and lending value do not have to move one at a time. A decline in the portfolio can arrive with a tighter maintenance rate on the same day. Headroom compresses from both sides. The forced-sale multiple then applies to a larger shortfall.

Concentration shrinks the line

A book that is heavy in a few names can be assigned a lower advance rate than a diversified book of the same market value. The lender is not required to wait until a name has already fallen. The limit can move first.

Interest accrues whether you look or not

The drawn balance is not static. Interest is added daily on a variable rate. Most borrowers see the accrual on a monthly statement. The maintenance test does not wait for that statement.

Notice is not a right

If a collateral call is triggered, the lender can often act without giving you notice. A forced sale can complete before a portal updates.

Maintenance is not a warning shot

Crossing the maintenance threshold is the event. It is not a courtesy alert. The remedy is pay down, pledge more, or sell. The sale is sized to restore the lender's cover, which is why the multiple exceeds one.

Forced sale is not a last look

The stock sold to close a shortfall is sold into the same market that produced the shortfall. The sale itself reduces remaining collateral. That is why a shortfall of one dollar is not cured by selling one dollar of stock.

The statement arrives after the fact

Month-end figures describe a close that has already happened. The call, if it comes, is computed on the live book. Watching the statement is not the same as watching the line.

Eight terms that move without you

  1. The facility is a demand loan. Repayment can be required without a fixed term.
  2. The interest rate is variable and can change without a matching change in your stated capacity.
  3. Collateral value is set by the lender, including haircuts, eligibility, and concentration limits.
  4. Advance rates are assigned by asset type and can be revised at the lender's discretion.
  5. A maintenance threshold governs when additional collateral or repayment can be required.
  6. The lender may sell pledged securities to restore cover.
  7. Action can be taken with little or no prior notice once a call is triggered.
  8. Other agreements you have with the same institution can affect this line.

Who is paid to watch this

Your adviser manages the portfolio. The facility is a separate system, with separate incentives and separate triggers. The adviser who placed the line is not paid to monitor the call.

Dhruv Intelligence exists to put the lender's view on your side of the table. KAIROS has watched a live facility since June 2026. The only question that matters before the call comes is the one on the gauge: at what drawdown, at what rate, and at what advance-rate cut the line breaks, and how much cover remains.

  1. FINRA, "Securities-Backed Lines of Credit," Investor Insights
  2. SEC Office of Investor Education and FINRA, Investor Alert: "Securities-Backed Lines of Credit — It May Pay to See Beyond the Pitch" (2015)
  3. FINRA Rule 4210 — Margin Requirements
  4. Federal Reserve, FEDS Note (August 2024) — Estimating Securities-Based Loans Outstanding
  5. SEC, Staff Bulletin: Standards of Conduct for Broker-Dealers and Investment Advisers — Conflicts of Interest
  6. Financial Stability Board, "Liquidity Preparedness for Margin and Collateral Calls" (December 2024)
  7. Luck & Santos, "The Valuation of Collateral in Bank Lending," Journal of Financial and Quantitative Analysis, Vol. 59 Iss. 5 (August 2024)
  8. FINRA, 2015 Regulatory & Examination Priorities Letter
Dhruv Intelligence - SBLOC Risk Intelligence for Portfolio Borrowers