What CompanyGraph is

Companies, and the claims that hold them together

CompanyGraph is a system that turns financial evidence into bounded claims about how companies hold together. Instead of presenting numbers in isolation, it looks for relationships that reveal something structurally important. High return on equity alongside high debt, for example, may show strong returns to shareholders within a company that has less financial flexibility. CompanyGraph makes patterns like this visible on company pages and searchable, filterable and measurable across the market.

14,093 companies, 144 industries and 7 coordination roles, open to anyone who arrives.

TERMSfiled, then checkedOBSERVATIONSrecomputed separatelyINTERPRETATIONSbacked by its observationsCOMPANIESReturn on equityDebt to equityEquity multiplierPrice to bookFree cash flowMarket capReturn on equityabove its industryDebt to equityabove its industryEquity multiplierassets over equityan interpretationone claim, two companiesAppleNVIDIASEARCHsearch any of these three,and it returns the companiesTERMSOBSERVATIONSINTERPRETATIONSCOMPANIESReturn on equityDebt to equityEquity multiplierReturn on equityabove its industryDebt to equityabove its industryEquity multiplierassets over equityone claim, two companiesAppleNVIDIASEARCHsearch any level

The interpretation on the left is real. Return on equity above its industry, debt to equity above its industry, and a high equity multiplier together read as: return on equity reads high on a balance sheet carrying a lot of debt against that equity. That is a description of a structure, not a verdict on it.

A financial term. A reported or derived figure, on its own.
An observation. One term placed against a yardstick and bounded. It says what is, never what will be.
An interpretation. What several observations mean when they line up together.
A company. Claims attach to it. It does not own them.
Search. It enters at any of the three claim levels and hands back the companies standing on them.

Shown on a real company

One company, read this way

Kenvue Inc.KVUE · Consumer Defensive

measured 25 August 2026

A rising dividend usually reads as strength. CompanyGraph also measures what pays for it. On Kenvue Inc., three readings currently fire together:

Dividend Growth Rate

100

Dividends to Free Cash Flow

91.6

Dividends Exceed Free Cash Flow Coverage

100

fires at 70
together these fire

Diagnostic

How does this company return capital?

Three-Year Dividend Growth With Elevated Dividends-to-FCF And Dividend-Stress Composite Firing

The dividend has grown quickly while, across the fiscal years on record, the dividends paid exceeded the free cash flow generated to pay them. That is the multi-year record, and the most recent year on its own can run the other way. It is a co-occurrence of present readings, not a prediction that the dividend will be cut.

Re-measured as new data arrives.

Open Kenvue Inc.

Nothing there is a prediction. It is noticing what is already in the numbers, sometimes long before it becomes obvious.

Conditions, already evaluated

You do not assemble thresholds and hope they interact

Most screeners hand you raw metrics: price to earnings under 15, return on equity above 20, scroll through what survives. Here every company is measured against named conditions before you arrive, and the conditions compose. Search one and it hands back the companies standing on it.

Which industries need which

No company sits on its own

Industries draw on each other, and the chain is a thing you can search. Seven coordination roles cut across sector lines the same way: what a company does in an economy, rather than which shelf it was filed on.

Depends on · 32

Airports & Air Services

Building Materials

Building Products

Engineering & Construction

Supplies · 6

Infrastructure Operations

Oil & Gas Midstream

Railroads

32 industries feed Engineering & Construction and it supplies 6, in the chain CompanyGraph maps. Pick either end in the screener and you get the companies across it.

From any company you can also place it against its whole industry on a percentile spread, or set two to five side by side. Both are free.

What holds it up

Claims carry their evidence

An observation is a formula whose name says what it measures, never a verdict. When several align, CompanyGraph calls that an interpretation and says so plainly, including what it cannot see. The measurements are recomputed and re-checked continuously, and where each one currently stands is public.

CompanyGraph does not predict prices, does not recommend trades, and is not financial advice. It describes what is present in the data, with the limits attached. The full working rules are on the method pages.

Reports

Written from the claims that survived checking

Members generate two kinds: one company, or two to five side by side. What follows is real output from the shared library, not samples.

Company reportTwilio
August 5, 2026CompanyGraph

A structural map of one company at the moment it was generated: how the business is built, the patterns in its financials, and the limits of what the data can show.


August 5, 2026 · CompanyGraph

Through FY2025, Twilio grew operating income year over year for four straight years and paid down long-term debt each of those years, reaching a point where cash at least equaled total debt — but its own statements contradict the idea it has always been profitable: net income was negative in FY2021 (about -949.9M) and FY2023 (about -1.02B).

Read it on the Twilio page

Membership

One membership, no feature tiers

Company pages, industries and comparisons stay free for everyone. Membership opens the shared report library and the credits that synthesise new ones.

CompanyGraph is built by a small independent team. An account needs only an email address, and there are no trackers, no data sales, no behavioural profiling. About CompanyGraph