Works with / discovery guide

Kaaj + Solifi: a coexistence blueprint for secured-finance originations.

Solifi publicly describes a secured-finance platform connecting originations, portfolio management, servicing, risk, and compliance. This page models a possible boundary in which Solifi remains the operational system of record and Kaaj is evaluated for a focused underwriting-intelligence use case. It does not claim a production-certified integration, partnership, connector, or API availability.

Validate your workflow View integration approach

Integration status

Conceptual workflow only. Confirm the Solifi operating model, product boundary, data transport, permissions, tenancy, support ownership, and governance evidence before treating any handoff as production-ready.

Public-source baseline

What Solifi’s current public materials establish

The facts below describe Solifi’s published scope and AI-principles language. They do not certify a Kaaj workflow or define a lender’s actual deployment.

Secured-finance lifecycle

Solifi describes a unified platform connecting originations, portfolio management, servicing, risk, and compliance across the full lifecycle.

Solifi platform overview ↗

Multiple origination models

Solifi’s originations page describes mid-market originations supported by Leasepath and enterprise originations through line-of-business solutions.

Solifi Originations ↗

AI with human control

Solifi’s AI Principles page says its AI use cases are evaluated for risk and suitability, outputs should be reviewed when important, and AI is intended to assist rather than replace human decision-making.

Solifi AI Principles ↗

Conceptual boundary

Let Solifi own the operating lifecycle; test Kaaj at a defined intelligence step

This is a design hypothesis for discovery. The lender must decide whether Solifi, another LOS, or a specific line-of-business application is authoritative for each workflow and field.

Origination context

Application, collateral, borrower, broker, and policy context in the lender’s configured Solifi workflow.

Approved evidence

Documents and data sources are selected under the lender’s access, retention, and purpose rules.

Candidate Kaaj step

Evaluate a narrow use case such as package preparation, source-linked findings, exceptions, or memo support.

Human control

An authorized reviewer validates evidence, policy fit, uncertainty, and any override before an outcome is recorded.

Lifecycle execution

Solifi or the configured system of record retains the approved outcome and downstream operational artifacts.

Handoff design

The output contract matters more than the vendor logo

Define what is returned, who may act on it, and how the lender can reconstruct the evidence later.

Candidate Kaaj and Solifi handoff contract
Boundary	Question to settle	Evidence to retain	Failure behavior
System of record	Which Solifi or line-of-business object owns the deal, borrower, document, and decision?	Object IDs, field ownership, timestamps, and version history.	Reject or route conflicts; never silently overwrite.
Input scope	Which documents and data are necessary for the defined underwriting step?	Source references, permissions, purpose, and retention classification.	Stop when required evidence is missing or unauthorized.
Intelligence output	Is the result a finding, calculation, recommendation, memo draft, or decision input?	Schema version, uncertainty, supporting sources, and model/prompt version where relevant.	Return an explicit incomplete/needs-review state.
Human review	Who validates the output and can override it?	Reviewer identity, reason, timestamp, evidence checked, and override rationale.	No unattended critical action without separate approval.
Downstream lifecycle	Where are approved results used for documents, funding, servicing, risk, or compliance?	Handoff receipt, reconciliation, audit event, and rollback reference.	Create a visible queue and preserve the last known good state.

Fit boundary

When Solifi may remain the better fit

Connected secured-finance originations plus portfolio management, servicing, risk, and compliance.
Mid-market or enterprise operating models that need broader workflow depth and control.
Downstream execution, document control, servicing, and lifecycle records in one operating environment.
A lender that wants the incumbent platform to remain accountable for operational continuity.

Complement boundary

Where a Kaaj evaluation could be useful

Preparing and normalizing a complex borrower package before an underwriter reviews it.
Surfacing source-linked evidence, missing items, exceptions, and questions for human resolution.
Drafting structured analysis while preserving the lender’s decision authority and policy process.
Testing measurable time-to-first-look, rework, completeness, and override outcomes in shadow mode.

Governance alignment

Turn Solifi’s public AI principles into discovery questions

Solifi’s public AI Principles page is a useful source of questions, not a substitute for a lender-specific control review.

Intended use

What exactly is the candidate capability intended to do, and what decisions or actions are out of scope?

Data protection

Which data is accessed, for what purpose, for how long, and how is customer-environment separation demonstrated?

Explainability

Can a reviewer inspect supporting information, source documents, calculations, limitations, and uncertainty?

Human oversight

Who retains control over important or sensitive actions, and what blocks an unattended decision?

Model/output review

What pre-production evaluation, ongoing monitoring, and change review are required for this use case?

Security alignment

Which access, monitoring, incident response, and vendor-risk controls apply to the actual deployment?

Implementation discovery

Questions to answer before an integration estimate

Which Solifi product, line of business, environment, and tenant are in scope?

Which object and field is authoritative for each application, document, credit, and decision value?

Where do borrower and broker packages enter, and what sources may be used by the candidate workflow?

Is Kaaj being evaluated for preparation, analysis, exception routing, memo support, or a decision input?

Which users may access, approve, override, export, or delete the candidate outputs?

What evidence must be available to underwriting, internal audit, model risk, compliance, or an examiner?

What happens when Solifi and the candidate output disagree or a document cannot be interpreted?

What synthetic or redacted files can support controlled testing without moving live borrower PII?

Which measurable results and control outcomes are required before expanding beyond shadow mode?

Validation gates

A controlled path from discovery to production

A polished demo is not proof of secure interoperability, acceptable model behavior, or operational fit.

Define

Write intended use, prohibited use, decision authority, system-of-record ownership, and a named business owner.

Map

Create the data contract, source lineage, access roles, retention, schema versions, and failure states.

Test

Use synthetic or redacted packages to test missing evidence, conflicting values, duplicate records, and uncertainty.

Shadow

Compare the candidate output to the normal workflow without allowing unattended production decisions.

Review

Require an authorized reviewer to verify evidence, policy fit, limitations, and override rationale.

Operate

Approve monitoring, incidents, change control, rollback, and recurring evidence review before expansion.

Frequently asked questions

Solifi coexistence FAQ

Is Kaaj officially integrated with Solifi?

This page does not claim a production-certified Kaaj–Solifi integration, partnership, connector, or API availability. It is a coexistence blueprint for discovery. Confirm technical support, commercial responsibility, and security boundaries with the relevant teams before relying on any handoff.

What does Solifi publicly say its platform covers?

Solifi publicly describes a unified platform for secured finance connecting originations, portfolio management, servicing, risk, and compliance. Its originations page distinguishes mid-market originations supported by Leasepath from enterprise originations supported through line-of-business solutions.

When would Solifi remain the better fit?

Solifi may remain the better fit when the requirement is a secured-finance operating platform spanning originations, portfolio management, servicing, risk, compliance, downstream execution, and enterprise control. The correct answer depends on the lender’s line of business, operating model, existing deployment, and control requirements.

How should Kaaj be evaluated alongside Solifi?

Treat Kaaj as a candidate underwriting-intelligence layer and define a narrow, measurable workflow: package preparation, evidence normalization, exception routing, or memo support. Validate inputs, outputs, reviewers, decision authority, and system-of-record ownership before expanding scope.

Does Solifi’s AI principles page prove a Kaaj workflow is compliant?

No. Solifi’s AI principles are Solifi’s own public statements about its approach. They can inform discovery questions about intended use, data access, explainability, human oversight, and model review, but they do not certify Kaaj or a joint workflow.

Sources and scope

Public references used for this guide

Reviewed August 18, 2026. These sources establish Solifi’s published scope and principles; they do not verify a Kaaj integration or a lender-specific deployment.

Solifi platform overview — secured-finance lifecycle and platform positioning.
Solifi Originations — mid-market/enterprise origination, connected workflows, document control, and public AI-originations language.
Solifi AI Principles — public statements about responsible AI, data protection, explainability, human oversight, and security alignment.
Leasepath homepage — included because Solifi’s public originations page identifies Leasepath as its mid-market origination environment.

Public vendor pages change. Re-verify product scope, technical support, security terms, and commercial responsibility during procurement.