We build the Next Gen AI stack for small businesses
Grupo Casa Roca combines a **Data Factory** and deployable **AI services** to deliver practical automation, curated datasets, and marketing intelligence for micro and small businesses in Mexico & LATAM.
What reviewers should know
Public website for eligibility: clear business description, team, products, current stage, and roadmap are documented below.
Status: Data Factory running locally; cloud migration in progress. Next GenAi app prototype complete with Firebase + Gemini.
Primary audience: Mexican SMEs needing affordable, practical AI.
What we do & who we serve
Problem
SMEs struggle to access quality data and practical AI tools. Off-the-shelf models don’t fit Spanish/MX context, industry jargon, or local workflows.
Our Solution
A **Data Factory** that scrapes, refines, labels and packages bilingual datasets + a **Next Gen AI** layer that delivers prompts, RAG, and tuned LLMs for marketing, ops and support.
Target Audience
Micro & small businesses in México & LATAM: retail, services, real estate, hospitality, and security/automation clients via Casa Roca Seguridad.
What we’re building & current stage
Next GenAi App (prototype complete)
Marketing support app with Firebase + Gemini for campaign prompts, ad variants, captions, and customer engagement. On roadmap: RAG with industry datasets, multi-tenant billing, and analytics.
Data Factory (operational locally, migrating to cloud)
Automated pipelines collect and normalize sources; human-in-the-loop labeling; dataset quality scoring; prompt libraries; and LLM fine-tuning jobs. Cloud plan: Vertex AI + orchestration & storage on GCP.
Casa Roca Seguridad
Home & business automation and security solutions. Integrations with smart devices, cameras, and on-prem edge AI for alerts and summaries.
Architecture highlights
Datasets & Prompts
Bilingual (ES/EN) datasets curated for MX context; prompt libraries per industry; evaluation suites and red-teaming for safety & tone.
LLM Tuning
Instruction-tuned models for marketing support, lead handling and customer service. RAG pipelines to ground answers in client data.
Cloud Migration
Vertex AI for training/inference, Cloud Run for APIs, Cloud Storage for datasets, and secure multi-tenant project layout.
Who we are
Robert Kucher — Founder
Leads data pipelines, AI system design, and client integrations. Building Next GenAi & Grupo Casa Roca from Querétaro, MX. Preparing to onboard collaborators as we scale.
Milestones & 2026 projections
Q3–Q4 2025
Migrate Data Factory to GCP; productionize datasets; pilot SMEs; refine Next GenAi app UX and billing.
Q1–Q2 2026
Launch DaaS tiers (industry packs), expand Casa Roca Seguridad with edge AI alerts, and broaden partner channels.
Q3–Q4 2026
Scale to wider LATAM markets; add vertical-specific copilots and advanced analytics for SMEs.
Targets we’re tracking
- Monthly dataset releases with quality metrics
- SME onboarding funnel (activation → retained usage)
- Response quality: grounded, brand-safe, bilingual
- Time-to-value for small businesses (ROI in weeks)
On track: pilot customers and partner pipeline.
Let’s build your AI edge
Work with us
For program review, partnerships or pilots, reach out anytime.