An equity research desk for one analyst
It used to take a team.
Now it takes one analyst, a bench of agents, and a receipt for every number.
No card. The large-cap US benchmark universe, back to 1993, free.
The bench
- Earnings AgentSignal · 8-K Item 2.02Running
- Filings AgentSignal · new 10-Q or 10-KStaged for you
- Insider AgentSignal · Form 4Watching
- Restatement AgentRadar · shows the receiptWatching
- Comps AgentSchedule · Mondays 07:00Signed off
Coverage
- Filing in
- Agent drafting
- Staged for you
- No change
- AAPL
- MSFT
- NVDA
- AMZN
- GOOGL
- META
- AVGO
- TSLA
- BRK.B
- JPM
- LLY
- V
- UNH
- XOM
- MA
- COST
- HD
- PG
- JNJ
- ABBV
- 120.5M+ facts from SEC EDGAR, {historyStart} to today
- A fact_id on every figure the tools return, one click from its filing
- Agents stage, you approve. Every action is logged
- Works in Claude, ChatGPT and Python through MCP and the SDK
Coverage initiated
Initiate coverage on any company in one line.
Now it takes one analyst, a bench of agents, and reports that draft themselves. You sign off.
Replay · Q3 2026 filings
Free: the large-cap US benchmark universe, back to 1993 · Works in Claude and ChatGPT over MCP, or in Python
Four ways in
One dataset. Wherever you work.
One account opens all four.
Python SDK
Quants and researchers
Fundamentals in a pandas DataFrame, ready to backtest in your notebook.
pip install valuein-sdk
Open the SDK guideData API
Developers and data teams
The whole dataset as Parquet over HTTPS, straight into your warehouse.
data.valuein.biz
Read the API docsMCP Server
Anyone with an AI assistant
Claude, ChatGPT or Cursor answer with figures that link to their filing.
mcp.valuein.biz/mcp
Connect your assistantResearch Agent
Analysts and PMs
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The data
Every company. Every filing. Every version.
SEC filings since 1993, kept the way the market saw them. Companies that failed stay in, each value is dated to the moment it went public, and a restatement adds a row instead of erasing one.
No look-ahead. Each value is dated to the second it went public.
accepted_at ≤ as_of_dateA restatement adds a row. Nothing is overwritten.
Fundamentals
Every planFinancial statements, ratios and filings for every SEC filer, 1993 to today. 28,000+ companies, including those with no listed stock: privately held companies with public bonds, non-traded REITs and private credit funds.
- fact
- 121.4Mrows
- ratio
- 15.8Mrows
- filing
- 3.71Mrows
- entity
- 33,316rows
Built from these SEC forms (amendments included)
- 10-K
- 10-K405
- 10-KT
- 10-Q
- 10-QT
- 20-F
- 40-F
- 8-K
- 6-K
- S-1
- S-3
- S-4
- S-11
- F-1
- F-3
- F-4
- POS AM
- 10-KSB
- 10-QSB
Smart money
InstitutionalWho owns and trades each company: insiders, funds and 5% holders, filing by filing.
- institutional_holding
- 88.6Mrows
- insider_transaction
- 12.1Mrows
- insider_filing
- 5.55Mrows
- insider_ownership
- 1.98Mrows
Built from these SEC forms (amendments included)
- Form 3
- Form 4
- Form 5
- 13F-HR
- 13F-NT
- SC 13D
- SC 13G
- Form 144
Verification
Every number checked against its filing.
Before a report is signed, the engine re-reads each figure from the SEC filing it cites and recomputes every derived one. What it can't prove goes to a person, never through.
Each figure carries its filing.
Apple · revenue · FY2025
$416.16B
Source
- Filing
- 10-K
- Accession
- 0000320193-25-000079
- Fact ID
- 97960097…
Computed figures are rebuilt from their inputs.
Apple · 5-year revenue CAGR
8.68%
Derived from
- FY2020 revenue
- $274.51B
- FY2025 revenue
- $416.16B
- Period
- 5 years
Signed only when every figure is accounted for.
Certificate · Apple earnings note
181 figures
Status
- Matched the filing
- 163
- Reviewed by a person
- 18
- Unchecked
- 0
The proof
The past, as it was known.
First-reported figures stay put. Later restatements are kept apart.
10-Q Q2 2020
accepted 2020-07-30
10-K FY2020
accepted 2021-02-24
as originally reported
- as_of · 2021-06-30
The query stops here. Filings below were accepted later.
10-K/A FY2020
accepted 2021-11-09
restatement, filed later
10-Q Q3 2021
accepted 2021-12-03
10-Q Q2 2020
2020-07-30
10-K FY2020
2021-02-24
as originally reported
10-K/A FY2020
2021-11-09
restatement, filed later
10-Q Q3 2021
2021-12-03
Pricing
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Benchmark
Analysts and enthusiasts testing us on names they already follow
- Companies
- 500+ (benchmark universe)
- History
- 1993 → today
- AI compute included
- $5 / month
Pro
Individual analysts, quants and developers
- Companies
- 28,000+ (incl. delisted)
- History
- 15 years (2011 → today)
- AI compute included
- $15 / month
Institutional
Analysts at funds, RIAs and fintech platforms
- Companies
- 28,000+ + foreign issuers
- History
- 1993 → today
- AI compute included
- $50 / month
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