Acceptance-tested on your own documents · #1 on NetArena MALT (third-party-run)

Who it's for

Start from your desk,
your documents and your measure.

Capital allocators, funds, banks, insurers and the platforms that serve them. Find your desk, the documents it already works from, and how we’d prove it on them.

Six desks

Find your desk.

Each desk works from different documents and judges the work by a different measure. Here is what the API does for each one, and where we’d start.

VC, PE & capital allocators

Every number in the IC memo, traced to the data room.

Deal teams, portfolio operations and LPs re-key the same figures under deadline. Each figure comes back with its page, and the gaps between documents are flagged before the QoE report or the IC meeting finds them.

Documents
CIMs, management accounts, investor updates, GP reports, capital account statements and LPA fee terms.
Jobs we do for you
  • Data-room numbers pack, with every CIM figure checked against its source
  • Portfolio monitoring, with restatements caught
  • LP, fund-of-funds and secondaries reconciliation
Start with
Early Adopter for a deal or portfolio team.
For VC, PE and allocators

Hedge funds

From the filing to cited model drivers, on the restated basis.

Every driver comes back with its page, computed against the right prior period, with both figures shown side by side when a period has been recast.

Documents
Quarterly and annual reports, earnings releases, merger and credit documents, statistical and central-bank releases.
Jobs we do for you
  • Earnings-season model updates
  • Event-driven, special situations and distressed
  • Macro series with vintage and basis stated
  • Point-in-time datasets for quant and data teams
Start with
Early Adopter for a desk. Dataset builds for quant and data teams run on Enterprise.
For hedge funds

Banks & lenders

Underwrite from the right figure, from the right period.

Every figure returns with its page and its calculation, and conflicts between documents are surfaced instead of resolved silently.

Documents
Rent rolls, trailing-twelve statements, appraisals, financial statements, credit agreements and compliance certificates.
Jobs we do for you
  • CRE origination and annual review
  • Commercial credit: spreading and covenant monitoring
  • Research, M&A and capital markets
  • Loan review, audit and regulatory reporting
Start with
An in-perimeter pilot, then Enterprise. Research teams on public documents can start on Early Adopter.
For banks and lenders

Market-data & research platforms

Answers your subscribers can check.

A wrong number under your brand is a reputational and contractual problem. Each answer comes with its page, its table and its calculation, rendered in your own interface.

Documents
Your filings, transcripts, research and archive content, including non-standardized and scanned historical filings.
Jobs we do for you
  • Cited answers embedded for subscribers
  • Data collection and QA, with lineage
  • “Explain this number” for any figure in your database
Start with
A platform license on Enterprise terms, from $1,000,000.
For market-data and research platforms

Asset managers & insurers

Credit files where every figure has a page.

Credit, municipal and structured-credit documents never arrive in the same shape. Every figure comes back cited, and places where your data feed and the document disagree are flagged.

Documents
Issuer financials, indentures, official statements, annual financial reports, trustee and servicer reports.
Jobs we do for you
  • Public and private credit research
  • Municipal credit
  • Structured credit (CLO and ABS)
  • Insurer investments and manager research
Start with
Early Adopter for one desk. Firm-wide inside your environment, which most insurers need, is Enterprise.
For asset managers and insurers

Fintech, audit & advisory

A figure engine with an audit trail.

Lenders, audit teams and advisory practices spend their hours tying numbers across documents. The API does the tie-out, cites every figure and hands your reviewers the trail.

Documents
Business financial statements, tax returns, bank statements, draft statements and footnotes, data rooms and operating reports.
Jobs we do for you
  • Fintech lenders and credit platforms
  • Audit tie-out and cross-referencing
  • Advisory: transaction services, restructuring, valuation and forensic
Start with
Early Adopter for one credit team or practice.
For fintech, audit and advisory

On every desk, each answer hands you the same things to check: the figure, its document, page and table, the values used, the calculation, and any conflicts flagged. See the evidence contract

Where to start

Which path fits?

Four questions about your documents, your users and your environment. The answer is where we’d start with you.

If…Start with
Documents can go to a hosted service, one team uses it, and you know the workflowEarly Adopter API license — $20,000
Many teams, or documents that must stay in your environmentEnterprise license — $1,000,000
You must prove it inside your environment before committingIn-perimeter pilot ($40,000–$75,000), then Enterprise
Answers will reach your own customers or be built into your productPlatform license (Enterprise terms)
You know the pain but not yet the decision to automateScoping sprint — $20,000–$25,000

Your numbers

Put your own numbers on it.

Three inputs from your desk. The arithmetic is shown, and nothing is added to it.

What’s this work costing you now?

Multiply the three: documents a year × hours each × loaded cost per hour. That is the analyst time this work takes today.

Uses only your inputs. We don’t estimate savings for you.

How 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.

How acceptance testing works

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.

Standing checked October 6, 2026.

Licenses

Two ways to license the API.

Early Adopter puts one team on the API this quarter. Enterprise takes it firm-wide, into your environment or inside your platform.

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
Plan an Enterprise deployment

Keys are issued to verified businesses after a signed order. No free trial and no low-cost tier — here’s why.

Building answers into your own product? That’s a platform license

Talk to us

Tell us your desk and your documents.

We reply within one business day. Prefer a call? Book 30 minutes.

Ready to order for one team? Buy Early Adopter — $20,000

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