Consulting thesis · Self-initiated · Functional demo

Marketplace as an Economic Graph for SME Lending.

What does an incumbent carrier do in five years, when the network alone becomes a commodity?

Industry: Telecom / Fintech / B2B MarketplaceGeography: México (replicable LatAm)Status: Public · Anonymized
01 · Market reality

The largest economic force in México is growing below its potential.

5.47M
Formal SMEs · 50% GDP · 70% private employment
89%
Of SMEs say bank credit is hard to access
12%
Of SMEs have started a digital transformation

Sources: INEGI Censos Económicos · Banxico, Vestiga · INEGI ENDUTIH. Only 15.3% of SMEs got new credit last quarter; only 22% of micro-firms use a computer.

02 · The thesis

Three levers, one system.

A B2B marketplace for SME marketing services, embedded with carrier-billed credit, sitting on top of a SME transaction graph.

Marketplace

Vetted agencies, transparent pricing, standardized packages.

Embedded fintech

3–12 month credit at 24% APR, vs fintechs at 33%+ and corporate cards at 70% CAT.

Economic Graph

Densest, verified SME transactional data set in the country.

Lever 1 generates revenue. Lever 2 generates retention and credit signal. Lever 3 builds the long-term moat.

03 · Closed loop

The flywheel nobody else can build.

  1. 01SME contracts a campaign in the marketplace
  2. 02Financed via carrier billing (consumer bill rail)
  3. 03Campaign runs on addressable TV
  4. 04Consumers land in group-owned retail marketplace
  5. 05Buy with embedded microcredit
  6. 06Sales feed the SME's credit score
  7. 07Better rate on next round

Closed-loop attribution that Google and Meta cannot offer because they lack the offline leg.

04 · Year 1

Instrument, don't profit.

Year 1 is not about extracting returns. It is about building the data instrumentation that compounds in years 2–7.

KPIYear-1 target
Active SMEs1,000
Campaign GMV$21.9M MXN
Marketplace revenue$10M MXN
Credit book$5.8M MXN
LTV / CAC28×
CAC payback1 month
EBITDA (carrier-leveraged)+$2.1M MXN (21%)
05 · Value escalator

Year 1 plumbing, Year 7 data engine.

CheckpointAnnual revenueEBITDA% data products
End Y1$10.3M MXN20%0%
End Y3$200–500M MXN15–20%≥ 10%
End Y5$1–2B MXN22–25%≥ 20%
End Y7$3B+ MXN25%+≥ 30%

Addressable TAM by Year 7: $5–14B MXN across SME advertising, credit, long-tail retail and data products.

06 · Launch ICP

"Ana Digital" — the wedge.

Millennial woman (30–45), founder of a digital-first SME in fashion, beauty, accessories or premium pet care. Revenue $1–20M MXN. Located in Guadalajara, CDMX, Monterrey, Querétaro or Mérida.

  • Women lead 52–64% of SME e-commerce in México (+6 pp since 2020)
  • Convert at 7.25% vs 6.97% men · cart abandonment only 5.6%
  • 46% of SME digital spend goes to marketing
  • Acute cash-flow pain that embedded financing solves

90-day launch target: 100 SMEs registered · 60 with closed campaign · 40% credit activation · $12,500 MXN average ticket.

07 · Method

The part you can hire me for.

  1. 01Strategic question framing — start from the existential threat, not the feature backlog
  2. 02Three-lever decomposition — revenue · retention · moat
  3. 03Year-1 financial model — LTV/CAC, payback, EBITDA scenarios
  4. 04Closed-loop architecture — data flows that compound
  5. 05ICP wedge — the smallest, sharpest segment to validate the loop
  6. 06Functional demo — make the thesis real, not just decked
  7. 07Replicable playbook — so the engagement scales beyond me
"I deliver decision-ready theses with a defensible business case and a functional MVP — the same package I built for this case, in 4–8 weeks."
08 · How to engage

Fixed-fee packages.

AI Opportunity Audit

Process scan + 5 prioritized use cases with ROI estimate

2 weeks$7–10k USD
AI Business Case + Architecture

One use case end-to-end (this case study format)

4 weeks$20–30k USD
AI MVP Build

Working pilot on real client data, KPIs, handoff

6–8 weeks$35–55k USD
Fractional AI Solutions Architect

Monthly retainer, 2–3 days/week

Ongoing$10–18k USD/mo
This case study is a self-initiated consulting thesis. The operator profile is anonymized; all market data is sourced from public references (INEGI, Banxico, Vestiga). The functional demo at SME Graph is original work.