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Use case · Lend

Read capacity.
Run your policy.
Keep the record.

Creditworthiness assessment infrastructure for lenders. Neumetria reads a person’s current capacity from lived activity, runs the credit policy you published under the oversight you chose, and keeps the evidence needed to reconstruct the assessment later.

01The assessment

One assessment,
three parts.

A lender buys one assessment object. It joins the person’s current capacity to the exact policy version that ran, the oversight path that applied, and the evidence available at that moment.

01Capacity

Income rhythm, committed outflows, liabilities and resilience, read from lived activity for this person now. Affordability travels with the read as context.

02Your policy

Your conditions, thresholds and outcome words, validated and versioned before publication. Neumetria executes them exactly as written. You choose the oversight.

03The record

The facts, model version, policy version, reasons and resolution path are frozen together. A later reader can reconstruct the assessment without depending on today’s data or code.

The Neumetria console showing a credit assessment and the credit it was about, with the amount, instalments and cadence legible and the rest of the screen deliberately out of focus.
02The capacity read

Current capacity,
with evidence attached.

One call returns the person’s current readiness and the evidence beneath it. Each part carries confidence, an as-of date, observation counts and the activity it came from.

IncomeHow money comes in

Stability, composition and timing of inflows. Payroll, benefits and irregular streams remain distinct, with the evidence window visible.

ExpensesWhat is already committed

Recurring outflows and essential load. The read shows what remains after ordinary commitments, not after a best-case month.

LiabilitiesWhat they already owe

Observed debt service and stacked short-term obligations. This is current cash-flow context beside bureau history, not a substitute for it.

ResilienceShock capacity

Buffer, recovery and signs of strain, including exposure to event contracts and chasing after a loss, read from the sequence of stakes and settlements rather than a gambling total. The question is how this person absorbs disruption now, with uncertainty left visible.

The stack already supplies

  • — Credit history and bureau attributes
  • — Transaction access and provider-normalised activity
  • — Declared income, expenses and requested terms
  • — Your credit policy and outcome vocabulary
  • — Your governance and review process

The assessment layer adds

  • + Lived activity interpreted as current capacity
  • + A readiness of the person, beside the bureau
  • + Confidence, as-of dates and named gaps
  • + Your published policy executed against the read
  • + One reconstructable record of the run
How capacity is measured
The Neumetria console showing a borrow-readiness band of 71 percent with its confidence, legible against the rest of the assessment deliberately out of focus.
03The evidence

The answer carries
its proof.

Evidence is part of the response, not a dashboard assembled later. What was observed, how much of it existed, when it was current, what could not be read and which version interpreted it all travel with the assessment.

Evidence attachedValues, windows, counts

Every object carries confidence, as-of and the activity behind it, including observation counts. Six observations and six hundred never look equally supported.

Honest abstentionThe missing input is named

Missing or stale inputs return insufficient data and name what is absent. The system does not turn a thin history into a confident middle value.

Exact attributionAn exact share, not a story

The read is linear in its factors, so a reason is an exact share of the result rather than a story told afterwards. Reasons are generated from the mechanism that ran, then stored at the time of the run.

Reconstructable laterWhat was served, kept

Recorded reads hold the values themselves, not pointers to whatever the system would say today. Weights and thresholds are part of the contract too, so neither moves without a new version. Later, you can show what was served, when, on data through what date and under which version, never against a specification that has since drifted.

The Neumetria console showing the evidence behind one assessment: each item with its value, score, confidence, observation count and window, with the first few rows legible and the rest out of focus.
04Your policy, executed

You write the rules.
The engine follows them.

Your policy contains your conditions, thresholds and outcome words. You author it. Neumetria validates it, replays it over recorded assessments, and executes the published version against the capacity read. The rule table and the outcome remain yours.

Authored by youYour rules, unchanged

You author every rule. Your outcome words pass through verbatim.

Replayed before publicationYour history, the same evaluator

Run a candidate over your own recorded assessments before publishing it. The replay uses the production evaluator and stored inputs, so the comparison is exact for that history.

Checked before it publishesInvalid and unreachable rules refused

Unknown facts, illegal operators, out-of-range values, undeclared outcomes, unsatisfiable rules and shadowed rules block publication. The analysis report stays with the version.

Oversight you chooseBlocking or automated, with sampling

Choose review for every run, automated execution, or automated execution with a sample routed to reviewers. For automated policies, record the basis you rely on before publication: the statutory ground where your regime names one, and your own reasons in every case.

Reconstructable afterwardsFacts, versions, reasons, resolution

Each run freezes the facts it saw, both versions, the reason set, the oversight path and the customer outcome. A later change creates a new run rather than editing the old one.

Answers to a named lawUS, EU or MENA, frozen on the version

Your policy declares the jurisdiction it answers to, and the version freezes it. The consumer explanation follows: the Reg B form under US, the CCD2 form under EU, a statute-neutral statement under MENA, in English or Arabic, and a rendering outside your regime is refused rather than served. A Shariah overlay requires your board’s recorded approval and refuses at publish the facts conventional bank data cannot support. Nothing in it is a certification by us.

The Neumetria console showing a credit policy as a rule table in evaluation order, with the first rules and the outcomes they produce legible and the rest out of focus.
05Rights stay on

A right that cannot change the record
is not a right.

A route to a person, a meaningful explanation, the ability to contest, and reassessment to complete the path. The machinery for all four ships built in and stays on in every oversight mode. In the EU, these are the rights CCD2 Art. 18(8) gives consumers after an automated creditworthiness assessment.

InterventionOn request, in any mode

Blocking review, automated execution or sampled review: the route to a person remains available. It is not a policy setting and cannot be disabled.

ExplanationGenerated once, rendered in your regime’s form

One stored reason set supports every rendering: the creditor’s adverse-action notice, a data-subject access response, and the consumer credit view, which ranks adverse factors first and keeps missing evidence separate from factors that counted against the person. Which form is served follows the regime your policy declared, and one outside it is refused.

ContestBound to the notice they saw

A contest can name only factors from the reason set the person saw. Unknown factors are refused, not accepted into an inbox where they cannot affect the assessment.

ReassessmentCorrect, re-assess, re-evaluate

A correction creates a new assessment and policy run linked to the original. The old record stays frozen, so a later reader sees both runs and why the second exists.

The Neumetria console showing the decision review queue, with the outcomes the policy proposes and their pending state legible and the rest of the screen out of focus.
06The outcome loop

The record starts at assessment.
It learns only when you close it.

Close the loop with the outcome your institution chose and how the obligation performed. The assessment, choice and performance stay connected in one reconstructable history.

01
Assess the request
Read capacity for the amount and term under consideration, with the current evidence and model version frozen on the assessment.
02
Execute your policy
Run the published version under the oversight mode you selected. The run records the rule path and how it was resolved.
03
Report your outcome
Report outcomes whether credit was issued or not. Without both sides, the data only describes the population your existing policy selected.
04
Report performance
Return how the obligation performed. Each update keeps its true as-of date, so the history remains reconstructable.
The Neumetria console showing assessments served against decisions reported back, with both counts legible and the rest of the screen deliberately out of focus.
07Model risk

The model file
stays tied to the system.

Model cards and the risk register are generated from the live configuration, so the file your validator reads stays tied to the system that ran.

Two model cardsGenerated, not authored

An SR 11-7-shaped card and an EU AI Act Annex IV technical file are generated from the live configuration, never written by hand. Change a parameter and the file changes with it.

The risk register is codeControls stay connected

Each risk names an owner, a status and the control that answers it. The generated file keeps those links current as the system changes.

Every inference is loggedSealed daily, tamper-evident

Each inference records the inputs and versions used, with a digest and purpose-specific retention. Daily seals make later alteration visible. A legal hold suspends expiry.

The Neumetria console showing a provisional override rate marked as having too few reviews to judge, legible against the rest of the oversight report out of focus.
08The line we hold

Your rules, your oversight,
your outcome.

We execute your policy. We never decide.

Neumetria reads capacity from available activity and executes the policy version you published, under the oversight you chose.

Blocking, automated or sampled: the mode is yours and the record says which path ran. Art. 18(8) intervention, explanation and contest remain available in every mode.

»» Who this is for
BNPL & checkout creditRisk & compliance

Teams that need a fast capacity read, their own policy executed, and a reconstructable record for each assessment.

Lenders & banksUnderwriting & servicing

Teams that need current cash-flow context beside the bureau, with the same evidence available at origination and servicing review.

Embedded creditProduct & risk

Teams embedding credit inside another journey without giving a third party ownership of policy, oversight or outcome.

The Neumetria console showing a policy version history, noting that a published version is immutable, with the live version legible and the rest out of focus.
Lend

Make the assessment reconstructable.

If your credit stack already has access and policy, add the capacity read, rights machinery and record between them.