How IYI works

Confidence before calculation.

IYI does not treat every data point as equally reliable. Evidence is verified first, interpreted in the rhythm of the livelihood, and only then translated into profile signals.

IYI
PROFILE
SOURCEIDENTITYFRESHNESSCONSISTENCY

Continuous evidence architecture

A profile that compounds as verified evidence develops.

IYI is not a one-time questionnaire or a thin score. Its proprietary evidence intelligence creates a longitudinal view of economic capacity, continuity and resilience—without exposing the underlying method.

01
Permissioned evidence

Relevant records are connected for a defined lender purpose

02
Identity assurance

Records are resolved to the appropriate person or enterprise

03
Longitudinal understanding

Patterns are interpreted across time—not from one snapshot

04
Contextual intelligence

The meaning of change is assessed within the livelihood

05
Decision assurance

Confidence, exceptions and audit lineage remain visible

CONTROLLED INTELLIGENCE LAYER

01Establish evidence integrityPermission, identity and lineage controls are applied.
02Interpret longitudinal patternsProprietary methods distinguish meaningful change from normal variation.
03Calibrate profile confidenceMultiple dimensions are evaluated together; no single public rule determines the result.
04Deliver a governed decision viewLenders receive explainable outputs, reason categories and auditability.
NEW EVENTS CAN TRIGGER A PROFILE REFRESH

Protected-method boundary: IYI discloses the control framework and decision outputs—not its feature definitions, transformations, source weighting, interaction effects, calibration, thresholds, parameters or monitoring logic. Those elements remain proprietary and are shared only through controlled due diligence.

Evidence first

Every event carries its own reliability.

Independent, permissioned evidence can carry different levels of assurance. IYI keeps that distinction visible to the lender while protecting how those differences are mathematically derived.

CheckQuestionProfile impact
Source

Who produced the record?

Reliability weight and lineage

Identity

Does it belong to this person or business?

Match confidence or assisted review

Freshness

Is it recent enough for this decision?

Time decay and data-needed flag

Consistency

Does it align with related events?

Corroboration or integrity review

Core profile signals

Understand capacity and risk without losing context.

01CAPACITY

What can be repaid safely?

Estimate conservative disposable cash flow after productive costs, household or business buffers and known obligations.

02CONTINUITY

How dependable is the activity?

Read the person’s real earning rhythm—daily, weekly or seasonal—and distinguish normal variation from a lasting change.

03RESILIENCE

What happens under stress?

Test whether the proposed structure still holds through price shifts, illness, weather or a disrupted route to market.

04INTEGRITY

How trustworthy is the evidence?

Compare source, timing, identity and network patterns, while routing ambiguity to review instead of automatically excluding people.

Profile evolution

The borrower does not stay still. Neither does the profile.

A borrower can progress from a thin first file to a rich, longitudinal credit identity. IYI retains that development while remaining sensitive to recent deterioration, recovery and new evidence.

STARTThin file

Identity and initial activity establish a cautious baseline.

LEARNEmerging pattern

Repeated observations reveal the livelihood’s real rhythm.

CONFIRMCorroborated capacity

Production, settlement and money movement reinforce one another.

ADAPTLongitudinal identity

New conditions update the profile without erasing its history.

WHEN THE WORLD CHANGES

IYI updates the decision-relevant state.

New verified evidence

Refresh the current profile state

A meaningful pattern shift

Reassess capacity and continuity

Changing operating conditions

Update resilience and affordability

Stronger corroboration

Increase decision confidence where supported

Material uncertainty

Reduce confidence or route to human review

A lender-defined scenario

Test whether the proposed structure still holds

Decision language

Uncertainty gets an honest answer.

IYI returns a profile and explainable recommendation. The lender’s versioned policy remains the final authority.

APPROVE

Signals and policy fit the lender’s threshold.

REFER

A person should review context or an exception.

DATA NEEDED

Coverage is too thin for a responsible answer.

DECLINE

The proposed product does not fit current capacity or policy.

Governed by design

A model should be challengeable.

Every recommendation is linked to the evidence, profile version, model version, policy version and reason codes that produced it.

01Consent and purpose limits

Collect only data approved for the stated use.

02Fairness monitoring

Compare outcomes and errors across relevant groups.

03Human review

Route uncertainty and exceptions to accountable people.

04Audit reconstruction

Rebuild the exact basis of a past decision.

See the model from both sides.

Run the demo ↗Lender integration