Alfredo Suárez · Finance · BI · Applied AI

Finance, BI & AI strategy for companies that need sharper decisions, not more dashboards.

I design decision systems at the intersection of Finance, Business Intelligence and Applied AI. This site features selected work, including SME Graph — a concept demo built from marketplace logic, embedded finance and commercial modeling.

+25%
Installed capacity increase · Hyundai Glovis
$10M+
New annual revenue · Hello Landing model
BI 0→1
Built BI function from scratch · FVL
−70%
Accounting errors across 100 RE platforms
About Alfredo

Strategist-operator at the intersection of Finance, BI and Applied AI.

Mexico City–based finance and business intelligence leader with experience across strategy, FP&A, operations, product thinking and applied AI. Work spans logistics, hospitality, infrastructure and digital products — building BI functions, forecasting systems, new business models and automation frameworks.

Featured case study · SME Graph

SME Graph: a marketplace + embedded finance model designed for SME growth distribution.

This concept demo explores how a recurring billing relationship can become the foundation for SME acquisition, underwriting and service delivery. It combines marketplace design, financing logic, fraud controls and seasonal demand planning into one decision model.

Problem explored

How to reduce SME acquisition friction when cash flow is the real constraint.

Business logic

Turn recurring collections into a trust and financing layer.

What this demonstrates

Strategic modeling, embedded finance logic, operating design and product thinking.

Calculator

Your campaign, in installments your cash flow can handle.

Adjust the amount and term. The charge appears directly on your monthly recurring bill — the same one you already pay. Fixed 24% APR, no surprises.

  • No credit card or credit bureau
  • Approval based on your bill payment history
  • Early cancellation with no penalty
Financing simulator
$25,000
$5,000$150,000
6 months
24% APR
Monthly payment$4,463
Total to pay
$26,779
Interest
$1,779
Charged on your monthly recurring bill. Concept demo for illustrative purposes.
Catalog

Verified agencies, transparent pricing.

Standardized packages. Validated portfolios. Audited results campaign by campaign.

6 of 200+ agencies in onboarding

Norte Studio

Performance · Meta + Google

Rating
★ 4.9
Campaigns
142
From $18,000

Casa Reverso

Branding · Visual identity

Rating
★ 4.8
Campaigns
87
From $35,000

Pixel Mayor

Content · Video & TikTok

Rating
★ 4.7
Campaigns
213
From $12,000

Lumbre Digital

SEO · Organic e-commerce

Rating
★ 4.9
Campaigns
96
From $22,000

Sur Creative

Email & CRM · Klaviyo

Rating
★ 4.8
Campaigns
64
From $15,000

Andén Marca

Strategy · Positioning

Rating
★ 4.9
Campaigns
41
From $45,000
Cases

Founders who already closed the loop.

"We launched a collection and financed the whole campaign over 6 months. The charge appears next to my internet — zero friction."
+312% ROAS
Mariana R.
Fashion boutique · CDMX
"We used to pay with a corporate card at 70% CAT. Here it's 24% fixed APR, billed automatically. It changes the conversation with my accountant."
−68% finance cost
Daniela S.
Premium pet care · GDL
"The score built with each campaign lowered my rate for the next one. It works as a parallel credit history."
−4 pp rate by 3rd cycle
Andrea L.
Indie cosmetics · MTY
Commercial calendar

Anticipate the peaks. Finance with time.

MonthEventRecommendation
JanJanuary cash crunchRetention offers · Email + remarketing
FebValentine's DayGift campaigns · Themed bundles
MayMother's DayPeak #1 of the year · Reserve media inventory
JulHot SaleAggressive performance · Full-funnel coverage
SepIndependence MonthLocal branding · Cultural storytelling
NovEl Buen FinPeak #2 · 6-month credit recommended
Anti-fraud system

Trust that's audited, not promised.

Portfolio verification

Each agency provides evidence of past campaigns: creatives, real metrics, and verifiable client references.

Result validation

Reported KPIs are cross-checked with platforms (Meta, Google, TikTok). No manual entry, no inflated numbers.

Dynamic reputation score

Rating recalculates with each delivered campaign. Agencies with 2 consecutive defaults lose the badge.

Method

How I approach strategic systems.

  1. 01

    Diagnose the business problem

    Identify where data, finance and operations are creating friction.

  2. 02

    Model the decision logic

    Structure the economics, KPIs, incentives and trade-offs.

  3. 03

    Build the system layer

    Dashboards, workflows, operating models or AI-enabled tools.

  4. 04

    Translate outputs into execution

    Make results usable for real commercial and operational decisions.

Execution layer

Need this kind of thinking applied to a real business?

Ritual Wave Studio (Analyze · Build · Connect) is the execution layer behind this work: a boutique intelligence practice focused on turning scattered data, financial complexity and market uncertainty into decision-ready systems.

Ready for your first financed campaign?

Concept demo · 5 minutes · no card required. Let's see how much financing you could activate with your current recurring bill.