From working MVP to
underwriting infrastructure.

Cevrynt follows a disciplined path: validate underwriting with real-world documents, prove operational value with selected lenders, establish controls, and scale through integrations.

Execution plan · four phases validation underway
Phase 01
Phase 02
Phase 03
Phase 04
Foundation
built
Private Pilot
next
Commercial Platform
planned
Scale
future
Current position
MVP built
Working MVPBuilt
Test files200+
CurrentValidation
NextPrivate pilot
— Execution before expansion

A roadmap built to reduce risk.

Each phase validates product quality, workflow fit, governance, integrations, and commercial readiness before expansion.

Phase map · four stages
01020304
Phase 01

Foundation

built

Document intelligence, bank analysis, debt review, and structured reporting are built and under validation.

Focus · ValidationPhase · 1/4
validation underway
Phase 02

Private Pilot

next

Selected lender pilots will validate workflow fit, human review, governance, and security readiness.

Focus · PilotPhase · 2/4
next
Phase 03

Commercial Platform

planned

APIs, CRM and LOS integrations, enterprise controls, and repeatable deployments are planned.

Focus · PlatformPhase · 3/4
planned
Phase 04

Scale

future

Portfolio intelligence, continuous monitoring, and expanded underwriting infrastructure are future directions.

Focus · ScalePhase · 4/4
future
How we build

Product principles guiding every phase.

How we build · dossier
reviewable
Stage · 01
Validate Before Scale

Prove each workflow against real documents and underwriter review before expanding deployment.

Sources
Linked
Review
Human
Output
Structured
04
stages · one workflow
Evidence
linked
01
Validate Before Scale

Prove each workflow against real documents and underwriter review before expanding deployment.

02
Human Review by Design

Preserve underwriter authority over corrections, conditions, exceptions, overrides, and final decisions.

03
Evidence Before Automation

Keep material findings connected to source documents, verification results, and policy.

04
Security from Foundation

Build access controls, auditability, data isolation, and retention controls into the lifecycle.

Where we are today

Built beyond the concept stage.

Working MVP
Built

Core intake, analysis, risk review, decision support, and reporting workflows developed.

Test files
200+

Real-world applications, statements, and supporting files available for validation.

Deal analysis
Connected

Documents, obligations, risks, and recommendations reviewed in one workflow.

Private pilot
Next

Focused on lender workflows, feedback, benchmarking, and integration requirements.

Four-phase execution plan

A clear path from MVP to infrastructure.

Meridian · Ledger
Credit
Memos
Vol. IV
01·PH-01
02·PH-02
03·PH-03
04·PH-04
Signed · senior UW01/04
Memo · PH-0202
"Private pilot · next"
Design-partner workflow validation
Policy configuration and review
Governance and security hardening
Countersigned✓ signed
Memo · PH-0101
"Foundation · built"
Secure intake and document workflows
Bank, debt, and risk analysis
Human-reviewable reporting
Countersigned✓ signed
— Private-pilot strategy

Validate the workflow · before scale.

Selected private pilots will test underwriting workflows, human review, controls, and integration requirements before broader deployment.

Target group
MCA Funders
Target users · private-pilot outreach
FocusWorkflow validation
Target group
Underwriting Teams
Target users · review and feedback
FocusHuman review
Target group
Risk & Compliance
Target users · controls and governance
FocusControls
Target group
Lending CRMs
Future integration direction
FocusCRM readiness
Target group
LOS Platforms
Future integration direction
FocusAPI readiness
Target group
Design Partners
Selected outreach planned
FocusPrivate pilot
— Measurement

Each phase · measured.

Track what is built, being validated, next, and planned before each expansion.

Built
MVP
Testing
200+
Next
Pilot
/roadmap.log · current roadmap
01Secure document intake workflowbuilt
02Bank statement intelligence validationvalidation
03MCA and debt review benchmarkingvalidation
04Human-review report refinementvalidation
05Private-pilot workflow configurationnext
06Security and governance hardeningnext
07CRM and API integration designplanned
08Portfolio intelligence expansionfuture
Roadmap briefing

The roadmap · answered.

A working underwriting workflow for secure intake, structured analysis, risk review, decision support, and human-reviewable reports.