ARIAM
DIST01 · PROBABILITY DISTRIBUTIONS

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

5,300+ fund portfolios. 13,000+ held names. 52 hedge-fund 13F books. Filings, options, trades, and full-text news processed nightly. Across the deep run, 4.7M dossier words are read independently by nine AI analysts, then judged. Published as probability curves. Graded against what happens.

Type a ticker. Read its next month as a curve, not a target.

Request an inviteSee a sample ticker report

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 →
THE PIPELINE · WHAT RUNS BEFORE THE OPEN, EVERY SESSION

One nightly session reads more research than a human analyst could cover in two years.

35M+MODEL-WORDS / DEEP SESSION
4.7M unique dossier words, read independently by the committee.
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.
9 + 1
AI ANALYSTS + JUDGE
Fine-tuned, on duty 24/7.
8 AM ET
PRE-MARKET PUBLISH
Fresh before the opening bell.
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 lands pre-open; expected net reward is the sort key.

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 pre-open, every session
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

Nine analysts, one judge, dissent preserved.

Nine custom-built, fine-tuned AI analysts on duty 24/7 — reading filings, flow, news, positioning, and prices; arguing every name that matters; pricing events as probability distributions. A judge writes the fairest synthesis, and the dissent publishes with it.

Read the judge in 90 seconds; open any dissent in one click.

NVDA · today's synthesis (sample)FINE-TUNED JUDGMENT MODELS9 of 9 reported · pre-open
MACRO VALUATION FLOW FILINGS OPTIONS TECHNICALS POSITIONING NEWS SKEPTIC

Six bulls, one bear, two neutral 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 pre-open, every session
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
Fine-tuned 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
Nine models, one judge, dissent kept
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.

Request an inviteSign in

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. Registration does not imply a certain level of skill or training. Nothing here is an offer or a recommendation.
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