Phase 0: Foundation (Months 1-3)

Budget: $500K

Goal: Incorporate, build founding team, release first model, establish government relationships.

Incorporate

Register in Uruguay (stable legal framework, Mercosur treaty access) or Delaware + Argentine subsidiary. Uruguay offers political stability and treaty access.

Recruit Team

5-7 founding members: 2 ML researchers, 2 engineers, 1 product, 1 government relations, 1 CEO/founder. Target Argentine/Brazilian talent abroad.

Pre-Seed Funding

Secure $500K-1M from angels, regional family offices, government grants, and sovereign wealth funds.

First Model

Fine-tune and release "Plata 7B" - Spanish and Portuguese optimized, Apache 2.0 license.

API Platform

Build simple inference-as-a-service platform with Spanish/Portuguese endpoints.

Government Board

Establish advisory board with ex-ministers and officials from each target country.

Government Meetings

Pitch to Argentine AI czar, Brazilian digital transformation office, Chile CORFO.

Grants

Apply for Argentina Innovadora, BNDES innovation, CORFO Chile, and Itaipu tech fund.

Office

Set up development hub in Buenos Aires or Montevideo (talent + cost + stability).

Itaipu Conversation

Begin feasibility discussions for data center partnership at Itaipu.

Brand

Build website, positioning, and community (Discord/Telegram for regional AI developers).

Phase 1: Product-Market Fit (Months 4-12)

Budget: $3-5M

Goal: First paying customers, second model release, Series A preparation.

Government Pilots

Close 3-5 government pilot contracts at $100K+ each. Target: Uruguay digital government, Argentine tax office, Chile Codelco.

Enterprise APIs

Land 5-10 enterprise API customers. Target: regional banks, telecoms, and fintechs.

Plata Mixtral

Release MoE model (8x7B equivalent) optimized for legal/financial domains.

Plata Chat

Launch consumer/business chatbot (Spanish/Portuguese first, English second).

Team Growth

Hire to 20-30 people. Focus on engineering and government sales.

Seed Round

Raise $3-5M seed. Target regional family offices, a16z/Lightspeed LatAm interest, sovereign funds.

Itaipu Data Center

Open small GPU cluster (32-64 GPUs) at Itaipu for training and inference.

Air-Gapped Deployment

First government on-premise deployment (no internet connection, full sovereignty).

AI for Citizens

Launch public-facing AI program (citizen services, job matching, legal aid).

Research Papers

Publish 2-3 papers at NeurIPS/ICML/ACL to establish technical credibility.

University Partners

Establish partnerships with UBA, USP, UChile for talent pipeline and research.

Phase 2: Scale (Months 13-24)

Budget: $20-50M

Goal: Scale to 100+ employees, Series A, first pre-training run, multi-country deployment.

Series A

Raise $20-50M Series A. Mix of regional and US/European VCs.

Team Scale

Grow to 80-100 people. Open second office (São Paulo or Mexico City).

Pre-Training

First from-scratch pre-training run (50B+ parameters). Major technical milestone.

Plata Studio

Launch agent builder for government and enterprise workflows.

Plata Forge

Launch custom model training platform for enterprise fine-tuning.

Geographic Expansion

Enter Mexico, Colombia, and Peru markets.

ARR Target

Achieve $5M+ ARR from government and enterprise contracts.

Framework Agreements

Multi-year, multi-country government framework agreements.

Large Data Center

Build large-scale training facility at Itaipu (512+ GPUs).

Sovereign Cloud

Launch sovereign cloud offering (government-only, air-gapped, fully compliant).

Acquisition

Evaluate acquisition of regional AI startup or data center operator.

Phase 3: Frontier (Months 25-36)

Budget: $100M+

Goal: Undisputed regional AI leader, Series C, international expansion.

Series B/C

Raise $100M+ for frontier model training and international expansion.

Team Frontier

200-300 employees. Regional talent hub.

Frontier Model

100B+ parameter model competitive with GPT-4 class. The "Plata Grande" moment.

Iberian Expansion

Launch in Spain and Portugal. Reverse language market expansion.

$20M ARR

Achieve $20M+ ARR from diversified revenue streams.

IPO / Strategic

Begin IPO preparation or strategic acquisition discussions.

Global Brand

Establish Plata AI as the "Mistral of Latin America" in global perception.

Risk Register

Risk Likelihood Impact Mitigation
Funding gap Medium Critical Bootstrap with consulting; government grants; phased approach
Talent drain High High Above-market pay; heavy equity; remote work; US/EU rotation
Compute cost High High Itaipu cheap power; cloud credits; NVIDIA startup program
US competition High Medium Sovereignty angle; local data; government preference
Political change Medium High Multi-country strategy; non-partisan positioning