01
Filings and disclosures
Annual and quarterly reports, current reports, proxies, prospectuses and offering memoranda, municipal disclosures.
Acceptance-tested on your own documents · #1 on NetArena MALT (third-party-run)
Answers from financial documents,
Financial Document API
Answers from financial documents,
with the evidence attached.
Send a question and the documents it should be answered from. The API finds the exact figures, does the calculation, and returns the answer with its sources, the values it used, the calculation trace and any conflicts it found. Your analysts check the work instead of redoing it.
Your documents
What it reads.
The documents your desk already works from — filed, scanned or sent to you in a package.
02
Statements and packages
Audited and interim statements, management accounts, compliance certificates, lender and trustee reports.
03
Deal and fund documents
CIMs and data rooms, credit agreements and indentures, GP quarterly reports and capital account statements.
04
Statistical and government releases
Economic and fiscal releases, with the vintage and basis of every figure stated.
05
Scanned and historical archives
Image-only PDFs and old tables, read as they are.
Formats, languages and volumes for your license are confirmed in your order form. Early Adopter covers up to 20,000 document pages; see the usage limits.
What every answer returns
Every answer comes with its evidence.
Not just a number: everything your reviewer needs to check it in minutes, and everything your audit trail needs to keep.
01
The answer
Value, unit, currency and scale, period and basis (as reported or restated).
02
Sources
Document, page and table for the answer and for every input.
03
Values used
Each input figure, with its own source.
04
Calculation trace
The steps from inputs to answer, re-runnable.
05
Conflicts
Where documents, periods or versions disagree. Both sources are shown, along with which one was used and why.
06
Version and request ID
For your audit trail and support tickets.
How a question flows
One question in. One answer out, with its evidence.
You submit a question against a document set, then collect the result when it’s ready. Questions can take several minutes, because the API reads, computes and checks before it answers.
Illustrative — fictional company and figures. Exact field names are confirmed at onboarding.
You send
A plain-language question, and the document set it should be answered from. Your documents are loaded into document sets at onboarding.
{
"question": "What was operating margin in fiscal 2025, and how does it compare with fiscal 2024 as restated?",
"document_set": "ds_examplecorp",
"request_id": "a3f1c2e0"
}- Plain language. Ask the way your analysts already ask.
- Your documents only. Each question names the set it is answered from.
- Your own ID. Echoed back for your audit trail.
You get back
What each answer carries, structured for your reviewers, your systems and your agents.
- The answer with its period and basis.
- Sources: the document, page and table behind each figure.
- Values used and the calculation, step by step.
- Conflicts found between documents, and which figure was used.
The exact response format is confirmed in your order form before you sign.
Keys and document sets are issued to licensed customers at kickoff. There’s no public sandbox: access starts with a license, and the acceptance plan is how you see fit on your own documents.
Who it’s for
Where it fits.
Capital allocators, funds, banks, insurers and the platforms that serve them. Start from your desk.
VC, PE & capital allocators
Every number in the IC memo, traced to the data room.
Start with: Early Adopter for a deal or portfolio team
See the use casesHedge funds
From the filing to cited model drivers, on the restated basis.
Start with: Early Adopter for a desk
See the use casesBanks & lenders
Underwrite from the right figure, from the right period.
Start with: In-perimeter pilot, then Enterprise
See the use casesMarket-data & research platforms
Answers your subscribers can check.
Start with: Platform license
See the use casesAsset managers & insurers
Credit files where every figure has a page.
Start with: Early Adopter for one desk
See the use casesFintech, audit & advisory
A figure engine with an audit trail.
Start with: Early Adopter for one practice
See the use casesHow we prove it
Tested on your documents, not just ours.
Every license and engagement is measured on your own documents and on questions your team has already answered. We agree the pass criteria with you first — figures right within an agreed tolerance, every citation checked against its page, known conflicts flagged — and report the results as measured, misses included.
- Pilots: Acceptance-tested on your own documents before you pay the balance. Fixed fee, capped.
- Enterprise: Acceptance test on your own documents, agreed in writing before you sign.
- Early Adopter: Your acceptance plan is agreed in week one, and six months of development support are aimed at passing it.
A third-party-run result
#1NetArena MALT on AgentBeats
100% / 100%Correctness and safety over 2,500 queries
0.056 sFastest of the perfect runs
A network-policy benchmark, not a finance one. We show it because it’s how we work: define correct, test at volume, publish the run.
Record details Leaderboard Result commit
Standing checked October 6, 2026.
Deployment
How it runs.
Hosted by One Jump for the fastest start, or deployed where your documents need to be.
Both licenses
Hosted by One Jump
The fastest start. Standard for Early Adopter.
Enterprise
Your cloud account
Enterprise deployments in your own cloud, delivered as signed, encrypted releases.
Enterprise only
On-premises
Run in your own data center, scoped with you after discovery. What crosses your network boundary is shown in the data-flow diagram before you sign.
Integration
From your AI platform
Already run an internal AI platform or assistant? Call the API from it and get structured answers and evidence back for your own interface, agents and pipelines.
New versions ship only after passing your agreed test set, and every release decision is logged.
How to buy
Two licenses. Pick the one that fits.
Early Adopter is a self-serve order for one team on hosted documents. Enterprise is contract-first: firm-wide, in your environment, or inside your platform.
EARLY ADOPTER
Self-serve order
Early Adopter API license
One team, one workflow, hosted by One Jump. Start this quarter.
Six-month license$20,000
- API license for six months
- Six months of hands-on development support
- Your documents loaded at onboarding
- Acceptance plan on your own documents, agreed in week one
- Kickoff and keys within 5 business days of a verified order
- Pay by card, ACH, wire or purchase order
ENTERPRISE
Contract-first
Enterprise license
Firm-wide, in your environment, or inside your platform.
Twelve-month license$1,000,000
- Twelve months of development support with a named technical lead
- Deployment in your cloud account, on-premises or hosted, scoped with you
- Custom integrations with your systems
- Documentation for your model-risk and AI-governance review
- Acceptance test on your own documents, agreed in writing before you sign.
- Paid by invoice, ACH or wire in milestones, never by card
Keys are issued to verified businesses after a signed order. No free trial and no low-cost tier — here’s why.
FAQ
Questions we hear.
Is there a free trial?
No. Keys are issued to verified businesses after a signed order, and there’s no low-cost tier. Here’s why.
Can we see it work on our documents before we commit?
Yes — that’s what the acceptance test is for. You bring questions your team has already answered, with the documents behind them, and we agree the pass criteria with you first. How it is scoped depends on the offer:
- Enterprise: Acceptance test on your own documents, agreed in writing before you sign.
- Early Adopter: Your acceptance plan is agreed in week one, and six months of development support are aimed at passing it.
- Pilots ($40,000–$75,000): Acceptance-tested on your own documents before you pay the balance. Fixed fee, capped.
How acceptance testing works Start with your acceptance-test plan
Is this investment advice?
No. It’s a research tool; qualified staff should review outputs before you rely on them for investment, credit, legal or regulatory decisions.
Who sees our documents and questions?
They’re used only to provide the service to you and never to improve it for another customer. Details are on the Trust page.
Can our own agents or AI platform call it?
Yes. Responses are structured for machine use, so your interface, agents and pipelines can read the answer and its evidence directly.
What happens after six months?
Renew for another six months at $20,000 on the same terms, including development support, or move to Enterprise.
What are the usage limits?
Early Adopter includes 3 billion tokens* over the six-month term, up to 1 billion a month, across up to 20,000 document pages. Extra usage is $4.00 per million tokens*, bought in $1,000 blocks. Enterprise usage is sized in your order form; the hosted option includes 120 billion tokens* a year. See pricing .
*Token counts include calculation and document-processing tokens: alongside the text each answer reads and writes, the calculations and document processing it runs are counted as token-equivalents. One rate for every token. Answers that fail or come back empty aren’t charged, and no single answer is charged more than 2 million tokens. Most questions use between half a million and two million tokens.
Can a platform show answers to its subscribers?
Yes, under a platform license. See how it works for platforms.
Talk to us
Tell us what your desk needs answered.
We reply within one business day. Prefer a call? Book 30 minutes. Ready for Early Adopter? Order online in two minutes.