Cevrynt
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Building the evidence layer for modern underwriting.

Cevrynt turns fragmented deal files — applications, bank statements, business verification, risk signals, and lender policy — into a structured, source-linked underwriting review. We help MCA and alternative lending teams move faster without hiding exceptions or taking the final credit decision away from the lender.

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Illustrative Cevrynt underwriting workspace showing business verification, cash-flow analysis, fraud review, and underwriting status
01

WHY THIS EXISTS

One principle runs through the whole product.

Every stage can transform the file — extracting, calculating, comparing, checking, or applying policy. But the source path should survive the transformation. Otherwise a faster answer is simply harder to review.

08
stages from intake to deal memo
03
things every material finding should keep
01
evidence path through the review
  1. Intake
  2. Extract
  3. Financials
  4. KYB / KYC
  5. Fraud & Review
  6. Policy
  7. Reanalysis
  8. Deal Memo
From · statement p.4, lines 22–31To · $92,418.60 total deposits

An underwriting answer1 is only as strong as the evidence2 you can trace it back to3.

  1. 1answerA finding, not the final decision.Cevrynt can calculate, compare, verify, and apply policy, but approval, decline, pricing, conditions, and funding remain with the lender.
  2. 2evidenceThe material behind the finding.A document page, transaction, bank period, verification result, submitted field, calculation input, or lender policy rule can remain attached to the conclusion it supports.
  3. 3trace it back toThe source path survives the workflow.Material findings remain connected to their source as they move through analysis, exceptions, reanalysis, and the final underwriting memo.

What the rule above preservesThe evidence path should survive all eight stages. If the source drops away anywhere in the workflow, the finding at the far end becomes harder to verify and easier to misread as an unsupported assertion.

This principle sits underneath the entire product: material underwriting findings should remain connected to the evidence that supports them. Cevrynt is designed to preserve that path across extraction, analysis, verification, policy, reanalysis, and the final memo rather than reconstructing it after the fact. Illustrative file · synthetic borrower data.
02

WHAT WE HOLD OURSELVES TO

The review is ours to prepare. The decision is theirs to own.

Cevrynt can extract, calculate, compare, verify, apply policy, surface exceptions, and assemble the underwriting record. It does not turn those outputs into an automatic approval or decline. The final disposition stays with the lender.

04
lender dispositions available
00
issued by Cevrynt
01
accountable decision owner
Available to the lenderIssued by Cevrynt
  1. Approve
  2. Conditional
  3. Request information
  4. Decline

Cevrynt prepares the underwriting record underneath these choices. The lender selects the disposition and retains responsibility for the outcome.

  1. 01No score replaces lender policy.Commerce activity, cash flow, verification, and risk signals stay visible instead of being collapsed into one universal number that quietly becomes the decision.
  2. 02Exceptions stay visible.When evidence conflicts with the lender's criteria, Cevrynt keeps the observed value, applicable rule, and supporting source in the review.
  3. 03Evidence stays attached.Material findings remain connected to the document, transaction, verification result, calculation, or policy rule that supports them.
  4. 04Claims stop where evidence stops.Product behavior can be demonstrated. Performance, certification, customer-outcome, and scale claims should only appear when there is evidence to support them.

Who is accountable for building it

Arin

Founder, Cevrynt, Inc.arin@cevrynt.com

What that means todayCevrynt is early and founder-led. Product reviews, lender conversations, workflow questions, and feedback still come directly to the founder.

These are operating boundaries, not positioning lines. Cevrynt is built to reduce the work around underwriting while preserving evidence, lender-defined policy, reviewer judgment, and lender accountability. Cevrynt does not originate, fund, or make the final credit decision.
03

CHECKABLE, NOT CLAIMABLE

Three claims you can inspect. One we will not invent.

A product claim should have something behind it that a lender can actually inspect. These three can be demonstrated inside Cevrynt. The fourth requires performance evidence we do not yet have, so we do not make it.

03
product behaviors you can inspect
01
claim we withhold until proven
01
illustrative file used across the views

Claim · where to inspect it · what to look for

  1. Illustrative Cevrynt bank analysis view showing source-linked financial findings with the supporting statement page and line references preserved.
    01The evidence stays attached to the finding.InspectA material value keeps the document, page, lines, transaction, or other source reference that supports it — so the reviewer can move from the finding back to the evidence.
  2. Illustrative Cevrynt policy view showing lender-defined criteria, observed values, thresholds, and an exception held open for review.
    02The lender's rule stays visible.InspectThe observed value, configured threshold, policy result, and exception remain visible instead of being collapsed into a generic score or automatic decision.
  3. Illustrative Cevrynt review-history view showing source-linked findings, a policy exception, reviewer action, policy version, and preserved prior context.
    03New evidence does not erase the earlier review.InspectWhen the file changes, affected findings can be reanalyzed while prior context, exceptions, reviewer actions, and the policy version remain available for comparison.

The fourth claim · withheld until proven

No performance number without evidence.

Cevrynt does not currently publish a universal accuracy figure, approval uplift, funding-rate improvement, or production-scale time-to-decision benchmark. Those claims require representative measured results and a clear methodology, so we leave them out until the evidence exists.

Why we separate themA product behavior you can inspect is different from a performance claim that depends on measured evidence. Cevrynt keeps those categories separate rather than letting demonstrable product behavior imply results we have not yet proven.

Illustrative Cevrynt product views using synthetic borrower data. The same example file is used across the screens so the source evidence, policy context, and review history can be followed consistently from one view to the next.
04

DIVISION OF LABOUR

Automate the preparation. Preserve the judgment.

Cevrynt handles the repetitive, evidence-heavy work around underwriting. The lender still decides what the evidence means when context, policy, or accountability requires human judgment.

07
underwriting tasks Cevrynt prepares
04
judgments that stay human
01
final decision owner

Cevrynt prepares this

An illustrative Cevrynt decision record: a reason chain running from a policy result through an exception to a recorded human override and a final judgment, beside a panel naming the reviewer, the policy version in force and the written reason the exception was accepted.

Illustrative underwriting record · synthetic borrower data

  1. Structure borrower documents and keep source references attached to material fields
  2. Analyze bank activity across deposits, balances, cash flow, NSF activity, transfers, and repayment obligations
  3. Compare submitted business and identity claims with available verification evidence
  4. Surface fraud, document-integrity, and other review signals with supporting evidence attached
  5. Apply lender-configured criteria while keeping observed values, thresholds, and exceptions visible
  6. Incorporate new evidence, update affected findings, and preserve prior review context
  7. Assemble findings, policy outcomes, exceptions, and source-linked evidence into a decision-ready deal memo

The lender decides this

  1. Interpreting an exception in context.Cevrynt can surface the threshold break and the evidence around it. Whether that exception materially changes the case remains a judgment for the lender.
  2. Resolving conflicting evidence.Cevrynt can preserve both values and show where each came from. The reviewer determines which evidence should govern the case.
  3. Defining the underwriting policy.Eligibility rules, thresholds, exception logic, and risk appetite belong to the lender. Cevrynt applies the configured policy rather than inventing one.
  4. Making the final disposition.Approval, decline, conditions, requests for more information, pricing, and funding remain lender actions.

Why the line sits hereCevrynt handles the work that can be made consistent across files. Context, policy judgment, and accountability stay with the lender because those decisions depend on the borrower, the product, and the lender's own risk appetite.

The seven items above describe what Cevrynt is designed to do, not a claim of universal accuracy, coverage, or performance. Those measures should only be published once there is representative evidence and a clear methodology behind them.
05

WHAT ONE FILE BECOMES

143 pages in. One review out. The evidence stays behind it.

A useful underwriting memo should make a large borrower package easier to review without pretending the package disappeared. Cevrynt structures the file, surfaces the material findings, and keeps the path back to the supporting evidence available.

10
source documents in one borrower package
143
pages mapped into the underwriting review
04
example findings traced below

Each mark represents one source page · move across to read its number

Example findings traced to these pages

  1. p.1Legal business nameCedar & Stone LLC remains linked to the application field it was extracted from.
  2. p.46Recurring MCA repaymentA repeating $1,550 daily ACH pattern is surfaced as an existing repayment obligation while the underlying transactions remain available.
  3. p.84April depositsThe $84,613 deposit finding stays linked to the bank statement page and source lines supporting the value.
  4. p.129Bank account evidenceBank proof for the account ending 7123 remains available alongside the account information used elsewhere in the review.

The record this row is drawn from

An illustrative Cevrynt decision record for Cedar & Stone LLC: counters reading ten files received, six statements analysed and one policy exception, above a worked underwriting audit trail listing what happened at each stage of the file with the evidence linked to it.

Ten files received, 143 pages linked, and every stage of the trail still pointing back into them. That is the reason the other 139 pages have to stay where they are.

What the field is actually showingThe memo is a map into the evidence, not a replacement for it. The full 143-page package remains available behind the review, so each material finding can be traced back to the source that supports it.

Illustrative file · synthetic borrower data. The document and page counts describe this example package only and should not be read as claims about typical file size, processing speed, reduction, accuracy, or performance.
06

WHAT WE WON’T OPTIMIZE AWAY

Four tempting shortcuts. One boundary rules them out.

Every new Cevrynt workflow should pass four tests: can the lender inspect it, does judgment stay with the lender, does the evidence remain attached, and does it still work when the file is messy? The important column is the second one — each shortcut below would quietly move judgment toward the software.

04
shortcuts that look faster
04
tests every idea must pass
00
allowed to quietly move judgment
Shortcut ↓ · tested against →
01The lender can inspect it
02Judgment stays with the lender
03The evidence stays attached
04It survives a messy file
One universal underwriting score.Collapse the file into a single number that can rank or sort deals.
The lender can inspect it: fails
Judgment stays with the lender: fails
The evidence stays attached: fails
It survives a messy file: passes
An API that returns approve or decline.Submit the file and receive a disposition instead of a review.
The lender can inspect it: passes
Judgment stays with the lender: fails
The evidence stays attached: passes
It survives a messy file: passes
A no-review lane for clean files.Treat the absence of flagged exceptions as permission to proceed automatically.
The lender can inspect it: passes
Judgment stays with the lender: fails
The evidence stays attached: passes
It survives a messy file: fails
A model that infers lender policy.Skip configured criteria and let the system determine thresholds and risk appetite.
The lender can inspect it: fails
Judgment stays with the lender: fails
The evidence stays attached: passes
It survives a messy file: passes

Open ring · passes Struck ring · fails01 The lender can inspect it · 02 Judgment stays with the lender · 03 The evidence stays attached · 04 It survives a messy file

Illustrative Cevrynt policy view showing a lender-defined rule, an exception held open for review, supporting evidence, and no automatic decline issued.

The column that rules them out

Four different shortcuts. The same boundary every time.

Test 02 fails for all four. The mechanics differ, but the consequence is the same: judgment moves from the lender into the software. Cevrynt can automate preparation, analysis, and policy evaluation without crossing that line.

Why the boundary mattersEach shortcut could make the workflow look faster, but each also transfers judgment into the software. Cevrynt is designed to automate the work around the decision without becoming the decision-maker.

These examples illustrate product boundaries, not a roadmap or a list of requested features. They show the kinds of shortcuts Cevrynt is deliberately designed not to take when they would weaken inspectability, evidence traceability, or lender control.
07

WHO THIS IS FOR

Four workflows we are built around. Four we are not.

Cevrynt fits underwriting operations where software prepares the evidence and a person still owns the judgment. If the goal is to remove the reviewer entirely, originate consumer credit, or turn underwriting into lead routing, this is a different product.

04
workflows Cevrynt is built for
04
workflows outside its product scope
01
question that settles the fit

Does someone on your underwriting team still own the final call?

MCA funders reviewing borrower filesBank statements, applications, existing obligations, verification, and policy need to become one reviewable underwriting case.
Built for this
Alternative lenders with lender-defined policyYour thresholds, eligibility rules, and exception logic already exist. Cevrynt helps apply them consistently while keeping the reasoning visible.
Built for this
Underwriting teams that need evidence-linked reviewReviewers need to move from a finding back to the document, transaction, verification result, or policy rule that supports it.
Built for this
E-commerce merchant underwriting teamsCommerce activity can add operating context alongside bank evidence, borrower documents, verification, and lender policy when approved data is available.
Built for this
Consumer lendingCevrynt is currently focused on business financing and alternative lending, not consumer-credit workflows.
Stops here
Fully autonomous credit decisionsIf the requirement is an unattended engine that returns approve or decline, that sits outside Cevrynt's product boundary.
Stops here
A system that invents lender policyCevrynt applies lender-defined criteria rather than inferring risk appetite or quietly substituting its own thresholds.
Stops here
Lead sourcing or a lender marketplaceCevrynt begins with the underwriting file. It does not originate borrowers, broker deals, or match applicants with capital.
Stops here
Illustrative Cevrynt verification view showing borrower claims compared with verification evidence, one mismatch held open for review, both source values preserved, and no automatic decline issued.

What the built-for workflows receive

A review queue of unresolved issues, not another pile of documents.

Cevrynt structures the evidence, resolves what can be verified, and keeps conflicts, mismatches, and open questions attached to their sources. The remaining queue is there for an underwriter to judge — which is why the fit test starts with whether a person still owns the call.

Why we publish the boundaryA clear fit test saves both sides time. Cevrynt is built for teams that want less manual underwriting work while keeping human judgment, lender-defined policy, and final decision authority in place.

These lanes describe Cevrynt's current product focus, not customer relationships or a statement about how any particular lender operates. They do not imply that a named lender uses Cevrynt, nor do they constitute an offer, approval, or guarantee of financing.
08

FOUNDER-LED

Bring the messy file. Ask the hard questions.

If you are evaluating Cevrynt, bring the underwriting case, policy exception, evidence conflict, workflow constraint, or edge case your team actually deals with. We will show you what Cevrynt can handle today, where it still needs work, and how it fits around the judgment your team already owns.

Book on Calendlyarin@cevrynt.com