Unstructured documents transformed into one cited table Several scanned and printed documents are arranged on the left at varied angles. Dotted lines connect specific values from those documents to corresponding rows in a clean structured table on the right. The table shows extracted fields with their source citations. FORM W-2 · 2024 Wage and Tax Statement Employer · Helix Field Systems Employee · Aisha R. Patel Box 1 · Wages $112,000.00 Box 2 · Federal tax $19,840.00 Box 4 · SS tax $6,944.00 Box 6 · Medicare $1,624.00 Box 17 · State tax $4,928.00 PAGE 1 OF 1 FIELD · VALUE · SOURCE Wages $112,000.00 aisha_w2.pdf · box 1 Federal tax $19,840.00 aisha_w2.pdf · box 2 SS tax $6,944.00 aisha_w2.pdf · box 4 Medicare tax $1,624.00 aisha_w2.pdf · box 6 State tax $4,928.00 aisha_w2.pdf · box 17 Total withheld $33,336.00 computed · ties out EXTRACTION · 12 FIELDS · AGREEMENT 1.00
Binah · by Eugene Intelligence

Drop the packet of unstructured documents. Get back one workbook with every number cited to its source page.

Built for finance, investment, accounting, legal, and operations. W-2s, 1099s, bank statements, brokerage statements, P&Ls, contracts, invoices — anything text-bearing. Private, self-hostable, with a deterministic floor that works even with the API keys off.

Built forFinance
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Investment
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Accounting
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Legal
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Operations
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ByEugene Intelligence

One record. Three surfaces.

Ask a question and get a cited answer. Read the same record as JSON over REST. Open it in the workspace and export to a sheet. The data is identical across all three — humans and agents stay in lockstep. Try the W-2 or brokerage fixture below.

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binah · extract → verify → cite
W-2 · Aisha R. Patel · Helix Field Systems · 2024
synthetic fixture · live extraction
FORM W-2 · 2024p. 1
Wage and Tax Statement
📎
Reading…
Sources 0
Follow-up

Real numbers, from real fixtures.

Numbers from Binah's internal evaluation set across W-2s, 1099s, 1040s, bank statements, brokerage statements, P&Ls, financial statements, contracts, and invoices. The same answers the product returns in production. Methodology disclosed below.

0%
Recall — local-only mode
Runs entirely on infrastructure the customer controls. No data egress, no third-party calls.
$0
Cost / document — local-only
Local-only mode runs offline. No API spend, no rate limits, no third-party dependencies.

Methodology. The 95% figure is value accuracy across Binah's internal evaluation set on the hosted product. The 92.2% local-only number is field-level recall when running fully offline in a customer's environment. Per-customer controls let you choose what runs for whom.

Twenty-plus typed schemas across the document-heavy sectors.

Every type is a hand-built schema with a regression fixture and an evaluated baseline. The list grows on customer pull, not on a roadmap.

Finance & investment · 10 types scroll →
01
Finance

SEC 10-K

Annual report — financials, MD&A, risk factors, footnotes.

02
Finance

SEC 10-Q

Quarterly financials with comparative period analysis.

03
Tax

W-2

Wage statement — boxes 1–17 with state + federal split.

04
Tax

1099

INT, NEC, B variants — payer + recipient + amounts.

05
Tax

1040

Individual return — wages, AGI, taxable income, tax owed.

06
Banking

Bank statement

Transactions, deposits, balances, recurring patterns.

07
Investment

Brokerage

Holdings, cost basis, realized gains, dividends.

08
Finance

P&L

Revenue, COGS, opex, net income with line-level detail.

09
Finance

Financial statement

Income, balance sheet, cash flow with cross-tieouts.

10
Finance

Loan application

Borrower, requested amount, supporting financials.

Accounting & finance ops · 6 typesscroll →
11
Accounting

Invoice

Line items, totals, tax, payee, payment terms.

12
Accounting

Receipt

Vendor, line items, totals, payment method.

13
Accounting

Payroll summary

Period totals, gross / net, tax withholdings, employee count.

14
HR

Pay stub

Gross, deductions, net, employer + employee.

15
HR

Offer letter

Compensation, equity, start date, reporting line.

16
Accounting

AR / AP aging

Open items by bucket, customer / vendor concentration.

Legal & contracts · 2 typesscroll →
17
Legal

Contract / MSA

Parties, term, renewal, notice period, indemnity, governing law.

18
Legal

Lease

Tenant, landlord, rent schedule, escalations, options.

Operations · 3 typesscroll →
19
Ops

Bill of lading

Shipper, consignee, items, weight, signatures.

20
Ops

Construction draw

Periodic billing — line items, retainage, completion.

21
Ops

Change order

Scope change, cost delta, schedule impact, approvals.

— don't see yours? new schemas (term sheets, LP statements, cap tables, equity research) follow customer pull. request a schema →

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Drop a W-2, a packet of bank statements, or a brokerage statement into the workspace. Same record three ways — Ask, JSON, Workspace — in under a minute.