ARIAM
DIST01 · PROBABILITY DISTRIBUTIONS

Every ticker's next move, mapped as a probability distribution.

Filings, full-text news, prices, options, fund portfolios, and ownership become one timestamped research packet. Seven independent committee seats read it; five complete reports go to two judges. You see the resulting range, evidence, and disagreement—and the record is graded against what happens.

Start with a live report. Read the range, evidence, and disagreement—not just a target.

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Public samples:NVDAMSFTGLW

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Research, not investment advice. Invite-only while in beta.

NVDA · NVIDIA Corp$172.40+1.2% today
updated 06:40 ET · sample session
illustrative inputs · option chain · committee · conditional scenario
−40%−30%−20%−10%0+10%+20%+30%+40%p05 −9.5%p50 +6.5%p95 +18.3%expected one-month total return (%) · area under each curve = probability
hover to probe · drag to box a range and read P(range) per curve · p05–p95 = 5th–95th percentile
TARGET PRICE
$
= +10.2% from $172.40 spot
P(close above)market 16%committee 31%research scenario 24%— our models see 1.9× the market's odds
fair $190.00 call — market $1.39 · committee $2.45 · fair put — market $17.61 · committee $10.13
AIcalls screen cheap vs the committee curve (−43%)
Research, not investment advice.every curve is graded — REC →
DESKWHAT YOU CAN DO IN FIVE MINUTES

From a noisy ticker to a decision you can inspect.

Start with a real sample, then see how the research, probabilities, evidence, and expressions fit together.

THE PIPELINE · WHAT RUNS BEFORE THE OPEN, EVERY SESSION

One full research cycle reads more than a human analyst could cover in two years.

4.7M+DOSSIER WORDS / MEASURED CYCLE
Timestamped research packets across 294 companies.
5,300+
FUND PORTFOLIOS
1,979 actively managed.
13,000+
NAMES ACROSS FUNDS
A full holdings census.
52
HEDGE-FUND BOOKS
13F filings, position by position.
7 + 2
COMMITTEE + JUDGES
Five complete reports accepted.
NEW
SOURCE-DRIVEN CYCLES
Fresh evidence opens fresh work.
40,000+
SEC EVIDENCE ITEMS
Filings plus extracted sections.
100,000+
OPTION CONTRACTS / DAY
Session-final tape retained.
1M+
FUNDAMENTAL FACTS
Normalized and citable.
300,000+
FULL-TEXT DOCUMENTS
The article, not the headline.
600
NAMES SWEPT ON X
All of X, credibility-checked.
28,000+
MANAGEMENT CLAIMS
Verbatim, dated, traceable.
200,000+
FUND TRADE EVENTS
Manager buys & sells, flow-adjusted.
100,000+
SHAREHOLDER VOTES
Proposal by proposal.
400,000+
FORECASTS ON RECORD
Frozen first; graded later.
500+
LARGE MOVES INVESTIGATED
Why it moved, with evidence.
ALPHA02 · THE ALPHA BOARD

Alpha opportunities — identified, ranked, presented daily.

Every payoff is integrated across a bounded probability distribution: expected reward minus expected loss, including the entry cost. The board prioritizes expected net reward per charged capital; the curve disagreement remains supporting evidence.

The board refreshes with completed tickers and new market evidence.

See sample alpha opportunities
#TICKERNET REWARD / $10KEXPECTED REWARDEXPECTED LOSSPROBABILITY OF PROFITSTANCENAMECURVES
1SMCI+$970$1,480$51074%BULLISHSuper Micro Computer
2AVGO+$790$1,260$47068%BULLISHBroadcom
3DE+$620$1,010$39064%BULLISHDeere & Co
4UNH+$550$850$30069%BEARISHUnitedHealth Group
5COIN+$460$720$26062%BEARISHCoinbase Global
6PLTR+$350$590$24060%BEARISHPalantir Technologies
ILLUSTRATIVE DOLLAR FIGURES · EXPECTED NET REWARD IS EXPERIMENTAL, UNVALIDATED MODEL OUTPUT — NOT REALIZED PERFORMANCE OR A RECOMMENDATION
NVDA · expressing today's disagreementpriced 06:41 ET · sample session
BUYNVDA 21 AUG '26 · $185 CALL1 contract = 100 shares
MARKET ASK
$6.40
EXPECTED REWARD
+$352
EXPECTED LOSS
−$182
EXPECTED NET REWARD
+$170
P(PROFIT AT EXPIRY)
34% vs 27% mkt
BREAKEVEN
$191.40 +11.0%
MAX LOSS
$640 the premium
MODEL READCheap vs the committee curve — the disagreement is buyable with defined risk.
Copy ticketOpen the full caseResearch, not investment advice.
TRADE03 · READY TO EXECUTE

Trade intelligence, ready to execute.

When our curve and the market's disagree, the desk prices the expression and integrates its full payoff: instrument, strike, expiry, expected reward, expected loss, and net reward after entry. Defined risk, defined horizon.

From disagreement to a ticket your broker understands — one click.

See sample ready-to-execute trades
PORT04 · YOUR PORTFOLIOS

Alpha, tailored to your portfolios.

Give the desk your portfolios, goals, and constraints — position caps, income needs, no-go lists, tax awareness. Every opportunity and every ticket is ranked against them, not a generic feed. As many books as you run.

Set constraints once; every board and ticket re-ranks around them.

YOUR BOOKS · 3 PORTFOLIOS (SAMPLE)constraints applied to today's board
Core Growth $1.2MIncome $640KKids 529 $85K
CORE GROWTH CONSTRAINTSmax 5% per nameoptions: covered onlyno crypto exposuretax-aware · LT gains
SMCIFits — fills your semiconductor underweight, lands under the 5% cap+8.6% · 1m
DEFits — long-horizon hold, dividend supports the income sleeve+4.8% · 3m
COINExcluded — breaches this book's "no crypto exposure" ruleFILTERED
Research, not investment advice.re-ranked as new evidence arrives
SESSION LEDGER · ATTRIBUTED MOVES (SAMPLE)LIVE · ATTRIBUTINGΔ WHAT CHANGED
09:47:12NVDA+2.4%Hyperscaler capex guide raised — read from the 8-K (SEC current report), attributed in 41 sFILING
11:03:55LLY−3.1%Drug-pricing draft — options flow hit 30 minutes before the headlineOPTIONS FLOW
13:22:08SMCI+5.8%Three funds added, one initiated at 2.1% of book — 13F (quarterly holdings filing) parse13F
14:36:40COIN−2.2%Put sweep at 3.1× the 20-day average premium, strikes 8% below spotOPTIONS
15:11:02DE+1.9%Order-backlog language changed in the 10-Q (quarterly report) risk sectionFILING
MOVES05 · WHY IT MOVED

Why it moved, answered in seconds.

Wonder why a stock just gapped? Never wonder again. The trigger lands here in seconds, traced to its direct source — the filing line, the headline, the options sweep, the fund that bought, the tape that repriced first.

When a holding gaps, the ledger already says why.

COMM06 · THE COMMITTEE

Seven reads, two judges, dissent preserved.

Seven independent model seats receive the same reference-blind dossier in parallel. The first five complete, valid, distinct forecasts go to two independent judges. The first valid judgment publishes with the five underlying reports and their dissent.

Read the judgment first; open any of the five source reports.

NVDA · today's synthesis (sample)INDEPENDENT COMMITTEE READS5 accepted · 2 judges
READ 1 READ 2 READ 3 READ 4 READ 5

Three bullish reads, one bearish read, and one neutral read at one month.

  • Data-center revenue guide raised; supply-constraint headlines read overstated against filed capacity.
  • Options flow leans call-side at 2.1× the 20-day average premium.
  • Judge: the distribution shifts right; the left tail stays fat on customer concentration.
DISSENT · SKEPTIC

"Top-four customers are 46% of data-center revenue. The room under-prices concentration; my 5th percentile sits well below the committee's."

Judge synthesis and dissents are model output — violet-framed, never mixed into factual data. Graded later in REC.
NVDA · PRICE, THEN PROBABILITYrefreshed from timestamped source packets
TODAYp95 +16%p50 +3%p05 −10%HISTORY — WHAT EVERY CHART SHOWSTHE FUTURE — WHAT WE PUBLISH
NEXT07 · BEYOND THE CHART

Your chart ends at today. Ours begins there.

A price chart is a rear-view mirror — it stops at now. We publish the road ahead: probability bands for the next week, month, and quarter, refreshed every session for every covered name.

History is the input. The distribution is the output.

SIGNAL08 · SIGNAL, NOT NOISE

No pundits. No pattern magic. Sources and math.

Not TV takes, not trend lines fitted backward onto noise. Primary sources read multiple ways — filings, flow, transcripts, prices — run through rigorous probabilistic frameworks into real-time distributions and ranked alpha.

Every claim traces to a source; every number to a method.

THE SIGNAL DIET
OUT
TV hot takes
Patterns fitted backward onto noise
Indicator soup
Anonymous rumor
IN
Primary filings, read in full
The options surface, repriced live
Independent models, argued in committee
Distributions, graded in public
SPHERE · SESSION PULSE (SAMPLE)LIVEbuzz = mentions vs 7-day avg
GAINING NOTICE ▲
ACHR+3 ETF adds · call flow 2.6×4.1×
ETFXOPTIONS
SMCI2 funds initiated · quarterly 13F parse3.4×
13FX
DEbacklog headlines · news volume 3.2×2.9×
NEWSFILING
LOSING FAVOR ▼
PLTR2 ETFs trimmed · X sentiment fading0.4×
ETFX
COINput sweeps 3.1× · 1 fund exited0.5×
OPTIONS13F
LLYpricing-draft risk · negative wires0.6×
NEWSOPTIONS FLOW
Sources: ETF holdings deltas, 13F parses, the curated X list, wire volume, options flow. Every row clicks through to its evidence.
SPHERE09 · THE MARKET PULSE

Never miss a trending stock.

See what's buzzing in the smart-money sphere: 233 ETFs, 52 hedge-fund books, the influential X sphere, news, global events — one pulse. The names the movers are noticing, and the names quietly losing favor.

Rising and fading names sort themselves, all session long.

REC10 · THE RECORD

Every forecast, graded in public.

Realized returns scored against published curves. Coverage, calibration, sharpness. No forecast is deleted; no grade is retroactive.

Check the record before you weight the read.

34,000+
FORECASTS GRADED
94.5%
IN-BAND · TARGET 90%
14
FORECAST TRACKS GRADED
one month agoNVDA one-month curve → realized +6.8%, landed p62p62HIT
last quarterLLY three-month curve → realized −11.2%, landed p03 — left tail was too thinp03MISS
last weekSMCI one-week curve → realized +4.1%, landed p71p71HIT
Illustrative rows — the live record grades every published curve. Misses stay on the page; model changes that follow them are dated in the changelog.

Nine surfaces, one vocabulary.

the same codes are commands — ⌘K in the app
VS THE TERMINAL

Terminals show you what is. This maps what comes next.

A price target
A probability curve
A headline feed
The trigger, timestamped
One analyst's note
Seven reads, five accepted reports, two judges
A track record on request
A record graded in public
The synthesis is your evening.The synthesis is the product.
Built for the age of AI and real-time data.
Investing, from first principles.

The desk is invite-only while in beta. Every invite includes the full record — hits, misses, and the changelog between them.

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Research, not investment advice.

TAPE
09:47:12NVDA+2.4%hyperscaler capex guide · filing·11:03:55LLY−3.1%pricing draft · options flow led 30m·13:22:08SMCI+5.8%3 funds added · 13F parse·14:36:40COIN−2.2%put sweep 3.1× avg premium · options·15:11:02DE+1.9%backlog language change · 10-Q·15:58:20AVGO+1.4%graded p64 · one-month curve · hit·09:47:12NVDA+2.4%hyperscaler capex guide · filing·11:03:55LLY−3.1%pricing draft · options flow led 30m·13:22:08SMCI+5.8%3 funds added · 13F parse·14:36:40COIN−2.2%put sweep 3.1× avg premium · options·15:11:02DE+1.9%backlog language change · 10-Q·15:58:20AVGO+1.4%graded p64 · one-month curve · hit·
ARIAM
AI × real-time data · Investing from first principles
Research, not investment advice. The desk is invite-only while in beta.
Ariam Global Inc. is an investment adviser registered with the U.S. Securities and Exchange Commission and sub-adviser to the ARIA Opportunities ETF (NYSE Arca: ARIA). Registration does not imply a certain level of skill or training. Nothing here is an offer or a recommendation.
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