Private AI for Business

Finance / credit and collections

Collections is a contact and approval trail, not a chasing script.

We build private workflows that prepare aging packs, contact history, payment plan drafts, dispute notes, and approval trails. The workflow organizes the account; the credit owner decides actions and the customer decides payment.

Aging packContact historyPayment plansApproval trail
A neutral example of the same workflow pattern, run on supplied synthetic material.

Pattern demonstration / same workflow, synthetic material

Fixed-scope setupClient-owned accountsDraft-and-review firstFull handover

Where collections time goes

The account story is scattered across systems.

Before contacting a customer, the team needs the balance, the history, the promises, and the approval level in one place.

01 / AGING

Prepare the account pack

Organize balances, aging, invoices, payments, and credit terms into a current account view.

02 / CONTACT

Keep the contact record

Maintain call, email, promise, dispute, and follow-up history beside the account.

03 / APPROVE

Prepare the decision pack

Assemble the proposed plan, credit limit, write-off, or escalation with the approval owner and evidence.

The credit boundary

The system prepares the file. It does not make the credit decision.

CREDIT

Credit owners decide

The workflow assembles account evidence. Limit changes, plans, write-offs, and legal actions stay with the approved owner.

CUSTOMER

The customer owns payment

The workflow prepares the pack and drafts. Payment agreements remain between the business and the customer.

LEGAL

No collection advice

The workflow organizes facts. Legal claims, regulatory debt collection, and enforcement stay with qualified advisers.

A first collections workflow

Start with the accounts the team reviews most.

Choose the segment

Pick the overdue, disputed, or high-value accounts the collections team handles regularly.

Map the account sources

List the billing, payment, credit, CRM, and contact records behind each account.

Prepare the review pack

Assemble the aging summary, history, open disputes, and proposed next step for the credit owner.

Route the approval

Deliver the pack and action trail to the approved owner before any customer-facing action.

A collections account is easier to manage when the balance, history, and approval level stay together.

Why trust Pristine3D?

We build and operate production software.

Pristine3D Ltd builds and operates live digital products, and we run private AI workflows internally as part of our own operations. We scope around your real workflow: the documents you own, the questions your team asks, and the access boundary you approve. Based in Lagos, Nigeria, we work remotely with clients worldwide.

METHOD

We start with the actual workflow

One input, one output, one test set, and one person who owns the result. We scope a real workflow instead of a transformation programme.

OWNERSHIP

The boundary stays visible

Cloud, model, storage, and messaging accounts stay in your name. The chosen data path, access rules, test record, documentation, and training are part of the agreed scope.

Pricing / fixed scope

Know the starting numbers before you ask.

The final quote follows the workflow. Infrastructure and model bills stay on your accounts.

Annual support

Starting from
$3,000 / ₦1.5m
per year

Standard care for one delivered workflow. Optional. Larger deployments and active monitoring are separately scoped.

See support

Architecture review from $500. Standard annual support is $3,000 / ₦1.5m per year for one delivered workflow. New workflows, integrations, active monitoring, and infrastructure are separately scoped; infrastructure, model, storage, and messaging bills stay on client accounts. Full pricing and what changes the quote

Straight answers

Common questions.

Does this decide whether to extend credit or write off an account?

No. It prepares the evidence and approval pack. Credit decisions stay with the approved owner.

Can it contact customers automatically?

No. It prepares drafts and follow-ups. Customer communication stays with the approved team through the normal process.

How is this different from the CFO page?

That page covers a finance leader's internal pack. This page is the credit and collections workflow: aging, contact, plans, and approvals.

Own your knowledge base

The model is not the product. The knowledge base is.

Documents, the retrieval index, access rules, and the workflows built around them are the asset, and they compound. We deploy so the knowledge base stays yours: on your accounts, in the environment you choose, under access rules your team defines. The model behind the answers is a connector, so the knowledge base moves with you, not with a vendor.

THE ASSET

Your corpus, your index

The document store, metadata, and retrieval setup live on accounts you own. No vendor holds the corpus.

THE LOCK-IN

Models are swappable parts

Change the model provider, move regions, or go local without rebuilding the knowledge base or the workflow.

THE ALPHA

The knowledge base is the alpha

Every improvement to the corpus improves the answers, and the improvement stays with you, not with a vendor.

Keep exploring

Related setups.

Start with the account pack

Which collections review takes the team longest?

Tell us the account segment, the sources, the credit owner, and the approval route. We will scope a workflow around the records the team already holds.

Prefer email? Message us at hey@pristine3d.com.