Companies
Every company we track
You get
A page per company: latest numbers, growth trend, warning signs, recent events and filings in plain English. Search any US-listed company, not just the tracked ones.
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Reference data you can cite.
Nothing to fill in. These pages exist so you can point at a number in an argument and have the other person click through to the filing behind it. All open, all updated automatically.
Open reference datasets
Benchmarks
Medians by peer group
You get
Median, middle half and range for growth, margins, sales spend, backlog and cash flow in each peer group — plus how many companies actually report each figure.
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AI Repricing Index
How vendors charge for AI
You get
The unit each vendor bills (credits, conversations, resolutions, seats), the published rate where there is one, and when it was last verified. Gaps stay visible.
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Coverage
What has actually been read
You get
Live counts of companies read, filings read in the last 30 and 90 days, and which companies are out of date — including the numbers that make us look small.
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Vendor comparison
Research and competitive-intelligence tools
You get
Published or widely reported terms alongside a concise description of each product.
Reference
Independent comparison; terms can change.
Lab Notes
Operational notes and report context
You get
Source-linked context and notes about how evidence is reviewed. This is not a fabricated historical activity log.
Read
Current source-backed research notes.
Methods and accountability
How it’s sourced
What counts as a source, the rules behind every flag, and what we calculate versus what companies report. Read the method
Where we were wrong
Every correction, dated, with the original claim left visible. Read the corrections log