EquiReasonCausal equity research
Find the right companies as markets change.
EquiReason connects market events, filings, fundamentals and price evidence to identify which businesses are truly positioned to benefit — and shows the reasoning behind every call.
Markets give you more information. Not more understanding.
Screeners tell you what is cheap.
News tells you what happened.
ETFs dilute the winner into sixty names.
None of them tell you who actually benefits.
So which companies truly win?
01 · Collect
Bring the whole market into one research stream.
Continuously, throughout the trading day — not a weekly snapshot.
02 · Read
Read the filing. Not just the headline.
EquiReason reads real 10-Ks, 10-Qs, 8-Ks and transcripts to detect changes in demand, margins, guidance, capex, backlog and risk — then maps each to the economic mechanism that carries it.
Models structure the text. Rules, sources and company data test the conclusion.
03 · Trace
Follow the event through the economy — to the company at the end of the chain.
An event becomes a trend, travels through its mechanism to the industries it reaches, and lands on the companies that actually earn from it. One event can open several channels at once.
And we map what comes next — the second- and third-order beneficiaries, and the lag before each one arrives.
04 · Verify
The company that truly benefits — not the one that fits the story.
“We use AI across the business.”
Data-center revenue was 90% of the segment — audited.
Proven through business model, SEC evidence, segment revenue and measurable transmission — not keyword matching.
05 · Filter & Rank
Rank what survives the process — not what tells the best story.
Six hard gates remove strong narratives with weak evidence. We look as hard for reasons to say no as for reasons to say yes.
06 · Decide
Thousands enter. A handful of decisions emerge.
A score ranks. A verdict decides.
And being right isn't enough — if the market already paid for it, you're late.
The signal is not the star. The decision is.
Live output
The story ends here. The research begins.
Today's ranked companies, each with a verdict, a pricing state and the reasoning behind it.
| # | Company | Verdict | Strength | Primary trend | Exposure | Pricing | Macro |
|---|---|---|---|---|---|---|---|
| 01 | Company ASemiconductors | High conviction | 88 | AI infrastructure | Audited · 90% | Unpriced | Supported |
| 02 | Company BElectrical equipment | High conviction | 84 | Grid capex | Audited · 61% | Early | Supported |
| 03 | Company CCapital markets | Strong | 79 | Rate normalization | SEC-linked | Mixed | Neutral |
| 04 | Company DEnergy | Strong | 76 | Refining margins | Audited · 74% | Unpriced | Neutral |
| 05 | Company EIndustrials | Monitor | 71 | Reshoring | Segment proxy | Priced-in | Selective |
From rank to reason
Every company carries its evidence.
Open any name to inspect the full path — from trend and exposure to quality, pricing, macro, risks and final conviction.
Supporting evidence
- Segment revenue confirms direct exposure (audited)
- Filing language supports demand acceleration
- Company quality above its peer median
What holds it back
- Valuation remains elevated
- Part of the move is already reflected in price
Evidence & accountability
The decision is recorded. What happens next is measured.
Smart-money evidence
Professional and management activity doesn't replace the thesis. It's additional evidence that can confirm or challenge it.
The engine — what we know, and what we don't
- Every decision is timestamped
- Outcomes are measured afterward
- Historical decisions are never rewritten
- Compared against SPY and sector benchmarks
- Evaluated by conviction tier and mechanism
- Coverage is still growing — and we say so
A system is only trustworthy if it can measure when it was wrong — and show what it doesn't yet know.
Choose your level of research.
From a clear market overview to the complete company-level decision chain.
- Full company analysis
- Opportunity board
- Trend and exposure detail
- Advanced watchlist and alerts
- Deep evidence layers
- Smart-money intelligence
- Complete decision chain
- Priority research access
Open today's market.
See what changed. Understand which companies it reaches. Inspect the evidence behind every decision.