Scoring model

Explainable credit estimates with built-in AI assistance.

The platform combines deterministic scoring rules with AI-assisted document extraction, classification, summaries, advisory explanations, and guided borrower support.

Evidence classes

How the baseline evaluates borrower strength

CF

Cashflow

M-Pesa, bank, and Sacco statements help establish account activity and income patterns.

EM

Employment

Current payslips support salary stability, deductions, and income continuity.

AS

Assets

Household goods, electronics, appliances, logbooks, title deeds, bonds, and listed shares add conservative asset-backed evidence.

AG

Agriculture

Mapped arable land and editable livestock inventory cash-flow worksheets add local production evidence.

IN

Investments

CBK bonds and NSE holdings can support higher confidence where values are verified.

RB

Liabilities

CRB data helps surface existing obligations, adverse signals, and affordability controls.

AI

AI assistance

AI helps interpret extracted evidence, prepare summaries, and support human-readable scoring explanations.

Score lifecycle

Every generated score has a six-month operating window.

Only the active score is used for matching and lender-facing reports. Expired or superseded scores remain archived for audit, analytics, and comparison.

Active scoreCurrent usable estimate for matching and enquiries.
Archived scoresHistorical results retained after refresh or expiry.
Reason codesHuman-readable explanations linked to uploaded evidence.
AI agent supportA floating assistant guides users through uploads, scoring, report access, and support routing.
AI Help
Collad AI Assistant Online

Hello. I can help with borrower profiles, document readiness, scoring steps, lender matching, and support routing.

I need help getting started.

Create a borrower profile, add your identity and consent details, then upload your financial or asset documents.