AI and automation for financial services and credit
In lending and financial services, many applications are lost to incomplete documents and days without a reply. We automate consented lead capture, the document checklist by profile, case preparation for the loan officer and preventive collections. A person always makes the credit decision.
Who it is for: Lenders, cooperatives, fintechs, credit houses and credit units of companies that originate applications through digital channels.
Where the sale is lost
- Applications abandoned because the customer does not know which documents to bring or waits days for a reply.
- Incomplete files that force the loan officer to go back and forth on WhatsApp and email.
- Low-intent leads mixed with good ones, qualified by hand one at a time.
- Collections with no script: between the friendly reminder and the late call there is nothing.
The flow, step by step
Each step shows what the system does, where a person decides and what gets recorded.
Step 1 of 7
Capture and consent
What the system automates
Landing page and ads with a simulator. Records consent and purpose before asking for data.
Where a person decides
Defines products, terms and permitted messaging.
What gets recorded
Lead, source and consent.
What we connect
- Loan origination system or core
- CRM
- E-signature
- Each country's credit bureau (for example APC in Panama)
- WhatsApp Business API
- Secure document storage
- Portfolio dashboard
What we measure
- Application started to complete
- Share of applicants who finish with all documents.
- Time to first review
- From a complete file to an officer seeing it.
- Correct documents on first submission
- How often something has to be requested again.
- Cost per complete application
- Acquisition spend divided by applications ready for review.
- Early delinquency recovered
- Payments received after the preventive reminder.
Human control and compliance
- AI does not approve or reject credit, and does not give financial advice. A person decides everything that affects the customer.
- Every step is logged for audit, with minimum access by role.
- Sensitive documents are stored in the institution's system, not in the chat or in third-party tools without an agreement.
- The design follows the know-your-customer and anti-money-laundering rules of each country's supervisor (in Panama, the Superintendency of Banks). Compliance validates every flow before it goes live.
- Outside WhatsApp's 24-hour window only approved templates are sent, and collections respect hours and consent.
What a conversation sounds like
Illustrative example, not a real client.
I want a $3,000 personal loan. What do I need?
Happy to guide you. To know which documents apply, do you work for a private company or are you self-employed, and how long have you been in your current job?
Private company, 3 years.
Thanks. For your case we normally ask for your ID, a current employment letter, your social security record and your latest pay stub. This is guidance, not an approval: an officer reviews your application. Can you send the documents here?
In your systemApplication opened with consent recorded. Checklist created (0 of 4 documents). Officer assigned, review when complete.
Where to start
Document checklist by profile
The customer knows from the first message which documents they need, and the system checks they are complete.
First step: Map the profiles and documents for the 2 highest-volume products.
File ready for the officer
Summary, missing items and flags in one place, to review in minutes.
First step: Define with credit what a complete file contains.
Indicative pre-qualification
A fast first answer without committing the credit decision.
First step: Agree the criteria and permitted language with risk.
Preventive collections
Reminders before the due date with a payment link.
First step: Start with the early delinquency portfolio and measure what is recovered.
First weeks. The first 4 to 6 weeks: a map of profiles and documents for one product, consented capture, an automatic checklist and an applications dashboard. Compliance validates each step.
Frequently asked questions
What can AI automate in financial services and credit?
Capture and consent: Landing page and ads with a simulator. Records consent and purpose before asking for data. Pre-qualification: Asks the eligibility questions (amount, declared income, job tenure, purpose) and gives guidance, without approving anything. Document checklist: Lists the documents for the customer's profile. In Panama, for example, the national ID, an employment letter, the social security record and the latest pay stub. Receives photos or PDFs and checks they are legible and current. Review and due diligence: Prepares the file for the officer: summary, missing items and flags. Customer reply: Reports status and next steps with approved templates. Formalization and welcome: Digital onboarding, signing reminders and payment information. Friendly collections: Reminders before the due date, payment links and simple arrangements within defined rules.
What does a person always decide?
AI does not approve or reject credit, and does not give financial advice. A person decides everything that affects the customer. Every step is logged for audit, with minimum access by role. Sensitive documents are stored in the institution's system, not in the chat or in third-party tools without an agreement. The design follows the know-your-customer and anti-money-laundering rules of each country's supervisor (in Panama, the Superintendency of Banks). Compliance validates every flow before it goes live. Outside WhatsApp's 24-hour window only approved templates are sent, and collections respect hours and consent. Capture and consent: Defines products, terms and permitted messaging. Pre-qualification: The loan officer reviews borderline cases. Document checklist: Validates authenticity.
What is measured to know it works?
Application started to complete: Share of applicants who finish with all documents. Time to first review: From a complete file to an officer seeing it. Correct documents on first submission: How often something has to be requested again. Cost per complete application: Acquisition spend divided by applications ready for review. Early delinquency recovered: Payments received after the preventive reminder.
How does a project start in this sector?
With a 30 to 45 minute discovery session at no cost, followed by a 1 to 2 week diagnosis. The first 4 to 6 weeks: a map of profiles and documents for one product, consented capture, an automatic checklist and an applications dashboard. Compliance validates each step.
Other industries
Start with a diagnosis.
Tell us what you want to improve. We will message you to set up a 30 to 45 minute discovery session at no cost.