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

Asset managers and insurers

Credit files where
every figure has a page.

Credit, municipal and structured-credit analysts re-key figures from documents that never arrive in the same shape. The API reads them, cites every figure and flags where your data feed and the document disagree.

Jobs we do for you

From the document to the credit file, cited.

Each job starts from the documents your desk already receives and ends with figures that carry their page and their calculation — and a flag wherever your feed and the source disagree.

Job 1 · Public and private credit

Credit research

Documents
Issuer financials, indentures, offering memoranda, private-credit lender reporting.
What you get back
  • Spreads to your template and covenant capacity under the indenture’s own definitions, each cited.
  • Relative-value comparisons with cited inputs.
Measured by
  • Issuers covered per analyst.
  • Time to update after reporting.
  • Discrepancies found.
Targets, measured on your documents
Start with
Early Adopter for one credit desk.

Job 2 · Municipal credit

Muni credit files

Documents
Official statements, annual comprehensive financial reports, continuing disclosures, budgets, pension actuarial valuations.
What you get back
  • Fund balance as a share of expenditures.
  • Revenue-bond coverage under the bond resolution’s own definition, cited.
  • Pension liability and funded ratio, each with page and calculation.
  • Continuing-disclosure figures that differ from the annual report, flagged.
Measured by
  • Issuers per analyst.
  • Days from posting to an updated credit file.
  • Discrepancies found.
Targets, measured on your documents
Start with
Early Adopter for one muni desk.

Job 3 · Structured credit (CLO and ABS)

Trustee and servicer report monitoring

Documents
Monthly trustee and servicer reports.
What you get back
  • Coverage-test values and cushions by month, cited.
  • Overcollateralization recomputed from the collateral schedule.
  • Mismatches with your data feed, flagged.
Measured by
  • Reports processed per month.
  • Mismatches caught.
  • Time from report to updated monitoring.
Targets, measured on your documents
Start with
Early Adopter for one CLO or ABS desk.

Job 4 · Insurer investments and manager research

Private placements and manager due diligence

Documents
Private-placement documents and financials, GP reports, manager due-diligence questionnaires, audited fund statements.
What you get back
  • Credit-file figures, cited.
  • Reported performance and assets reconciled to the audited statements.
Measured by
  • Files per analyst.
  • Breaks found.
  • Review time.
Targets, measured on your documents
Start with
Enterprise, inside your environment.

Acceptance test

How we’d prove it on your documents.

We replay work your analysts have already finished and score the output against the credit files you already trust.

The replay

Questions your desk has already answered

Bring 50–200 questions your team has already answered, with the documents behind them — issuer financials, official statements, trustee reports or manager files.

Your completed credit files, monitoring workbooks and reviewed reports are the answer key.

Agreed before the run

What counts as a pass

  • Figures correct within an agreed tolerance.
  • Every citation checked against its page.
  • Known feed-vs-document mismatches flagged.
  • Time per file against your current process.

Then we report the results as measured, misses included.

How acceptance testing works

Questions we hear

What credit and investment teams ask first.

“Our data provider already parses these.”

Keep it. We trace any figure to its page and flag where the feed and the document disagree.

“What about ratings and regulatory reliance?”

Your analyst stays responsible; outputs come with an audit trail.

“Our data must stay in our environment.”

That’s an Enterprise deployment — in your cloud account or on-premises, scoped with you.

Which license fits

Start with one desk. Go firm-wide under Enterprise.

A single muni, CLO or credit desk can start this quarter on documents it already receives. Most insurers need the firm-wide deployment inside their own environment.

Early Adopter · $20,000

One desk

One muni, CLO or credit desk, on documents it already receives. Six months, hosted by One Jump.

Buy Early Adopter

Enterprise · $1,000,000

Firm-wide, inside your environment

Every desk, deployed in your environment — which most insurers need.

Plan Enterprise

Custom pilot · $40,000–$75,000

A monitoring agent

An agent that ingests trustee reports or continuing disclosures as they arrive, scoped as a fixed-fee pilot.

Ask about a pilot

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.

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.

Talk to us

Plan the test on your own credit files.

Tell us which issuers, deals or reports you’d replay, and we’ll come back with a draft acceptance plan. Ready to start with one desk? Order Early Adopter — $20,000.

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

We use this only to respond to your request. See our Privacy Policy.