sitelaunch
New company site goes live
Replaced the legacy 'Machines for the math' Vercel deployment with this Next.js 16 standalone app. 4-locale, content-driven, deployed on our own VPS. 32 routes, all SSG.
30+ public repos · 42 live client sites · open-source
We build AI systems
that actually work.
A 2-person engineering studio in Paraguay shipping production code across 6 capability tracks — websites, multi-tenant SaaS, AI agents, MCP servers, automation, and satellite-to-3D visualizations.
Construido en público. Verificable en GitHub.
30+
Repos públicos en GitHub
42
Sitios de clientes en producción
50,000+
Productos de supermercados de Paraguay indexados
20
Patrones de diseño agentic publicados
4
Idiomas (es / en / nl / pt)
30+
Dominios bajo gestión
Lo que hacemos
Seis líneas de capacidad, todas respaldadas con prueba pública en GitHub.
Web y SaaS
Plataformas multi-tenant, SaaS vertical, e-commerce. Una base de código, muchos tenants.
▸ paragu-ai-builder, Vete, Taller_Ocampos, 28 sitios de clientes en producción
Agentes de IA
Sistemas multi-agente personalizados, RAG, orquestación de LLMs, servidores MCP.
▸ agentic-schemas (20 patrones, MIT), telescope-ai (servidor MCP real)
WhatsApp + Atención al cliente
Captación de leads, servicio al cliente, reservas, pedidos con agentes de IA.
▸ 28 sitios de clientes integran WhatsApp, evolution_ en VPS
3D y Satélite
Renders fotorrealistas a partir de datos satelitales + elevación del mundo real.
▸ site-data-acquisition, satellite-to-blender-pipeline, blender-mcp
Automatización y Datos
Workflows n8n, scripts Python, procesamiento de documentos, web scraping, ETL.
▸ paraguay-supermercados (50K+ productos), work-hours-automated-reports
Capacitación y Estrategia
Workshops corporativos de IA, certificaciones, auditorías gratuitas, kickstart de 30 días.
▸ Courses-Content, courses-website, llamada estratégica gratuita de 30 min
Why teams choose us
What makes our engagements different from the 20 other AI agencies we benchmarked against.
Built in public, not in private
Every claim on this site is verifiable on GitHub. Our build history, our decisions, our mistakes — all public. Compare that to the average AI consultancy that shows you NDAs, not code.
2-person founder team, not 50
You work directly with Ivan + Kyrian. No account managers, no offshore sub-teams, no junior rotators. The people who scope the work are the people who build it.
30-day kickstart, not 6-month onboarding
Our default engagement is a 30-Day AI Kickstart: 1 week audit, 2 weeks PoC, 1 week training. Most clients see production value in week 3. Compare to 6-month enterprise rollouts.
Open source everything we can
agentic-schemas (20 patterns, MIT), telescope-ai (MCP server), work-hours-automated-reports, courses-website, folyo — published so you can audit, fork, or self-host.
Transparent pricing, not discovery-first
Web dev at $50/hr. AI consulting at $100/session. Custom microservices at $80/hr. Every rate in our public rate card. No 'contact for a quote' on the basics.
Paraguay + LATAM + global
Built from Paraguay, serving clients in Mercosur, the EU (NL/BE/DE), and the US. The same site you're on is 4-locale (es/en/nl/pt). Multilingual isn't a feature we add — it's how we work.
How we work
4 phases. 30 days. 1 fixed-price engagement.
1
System audit & feasibility
Week 1We map your workflows, interview your team, and identify the top 5-10 high-leverage automation candidates. We score each by ROI, technical feasibility, and political ease. Deliverable: 30-page engineering audit with prioritised roadmap.
2
Agent architecture design
Week 2We design the agent architecture using our published 20-pattern framework. We pick the right models, the right data architecture, the right integration points. We prototype the core agent behavior with a real working slice. Deliverable: architecture blueprint + functional prototype.
3
Production deployment
Week 3-4We deploy to your infrastructure (or ours) with proper observability, error handling, and a tested rollback path. We wire up your existing tools via MCP. We set up the dashboards your team needs to operate the system confidently. Deliverable: production-ready system with full source code handoff.
4
Ongoing support & optimisation
Month 2+Optional 90-day engineering support to fine-tune the system based on real production data. Monthly performance reviews. Model fine-tuning recommendations as your usage patterns evolve. Deliverable: continuous engineering support.
Proyectos insignia
Six flagship projects. Click through to see the code, the architecture, and the decisions.
Web & SaaS
Taller Ocampos
Auto repair shop management system
Full-stack vertical SaaS for auto repair shops. Real-time WebSocket dashboard, JWT auth, inventory, invoicing, mobile-first. 108 MB Next.js 14 + Express.
Next.js 14ExpressWebSocketsPostgreSQL
Web & SaaS
ParaguAI Builder
Multi-tenant SaaS for site generation
One Next.js 15 + Supabase + Cloudflare Workers codebase serves 5+ live clients. 83 React sections, 23 verticals, 4-locale i18n. New tenants are configured, not coded.
Next.js 15SupabaseCloudflare WorkersTypeScript
AI Agents
agentic-schemas
20-pattern open-source agentic AI framework
Knowledge graph of 20 production agentic design patterns. JSON schemas, weighted edges, D3.js visualization, Mermaid diagrams, MIT-licensed. Live at ai-whisperers.github.io/agentic-schemas/.
D3.jsJavaScriptMermaidJSON
AI Agents
telescope-ai
MCP server for real hardware control
AI-powered control of Celestron NexStar telescope mounts. MCP server, satellite tracking, night scheduler, plate solving, object classification. Production-ready Python.
PythonMCPAstropyHardware
What clients say
Anonymised feedback from 28 client engagements. Names available on request.
"Ivan delivered our migration plan in 3 days. Other agencies quoted 6 weeks. The 30-day kickstart landed a working system that replaced 3 manual processes and saved our team 15 hours a week."
"We needed a custom AI agent for customer support in 4 languages. AI Whisperers built it, deployed it, and trained our team to operate it. The MCP server integration with our existing CRM was clean — no vendor lock-in."
"The 20-pattern agentic schemas repo sold us. Most AI agencies sell frameworks they've never built. Ivan's are published, MIT-licensed, and visibly iterated on. We knew what we were getting."
"First agency that didn't try to lock us in. They hand over source code, document everything, and train our team. When the engagement ended, we had engineers who understood the system. That's rare."
What we don't do (and why)
Honesty about our limits. If you need any of these, we'll refer you to someone who does it well.
Staff augmentation / body shops
We don't lend engineers to other teams. The 2-person model is intentional — if you need 20 engineers, you don't need us.
AI training data labeling at scale
We don't do data labeling work. Use Scale, Surge, or a LATAM BPO.
Cryptocurrency / DeFi / NFT projects
Out of scope. We focus on SMBs, public sector, and traditional industries.
Adult content / gambling
Hard no. We'll refer you to a specialist.
A few of the teams we've worked with
Real client work. Names available on request.
Taller Ocampos — Auto repair shop, 130 visits/monthNexa Paraguay — Multilingual relocation, 4-localeVete — Multi-tenant vet platform, 6 tenantsDra. Gabriella — Premium dental, Asunción (in preview)Paraguay Supermercados — 50K+ products, 5 chains42 public repos on GitHub28 production client sites in Docker Swarm4 languages served (es / en / nl / pt)
8 cosas que hacemos y ninguna otra agencia de IA hace
None of the 20 competitors we benchmarked against have these.
1
Pipeline de render fotorrealista satélite → 3D
Convertimos coordenadas (lat/lon) en un render 3D fotorrealista con datos públicos gratuitos (DEM, Sentinel-2, OSM, hillshade, NDVI). Cycles headless en VPS ligero.
2
Framework open-source de 20 patrones agentic de IA
Licencia MIT, con un grafo de conocimiento interactivo en D3.js. Cubre prompt chaining, routing, multi-agente, RAG, guardrails, reasoning, eval y 13 más.
3
Servidor MCP para control de hardware real
Desplegamos servidores MCP en producción que controlan monturas Celestron de telescopios reales, con seguimiento de satélites, scheduling nocturno y clasificación de objetos.
4
Generador SaaS multi-tenant para sitios
Una base de código Next.js sirve a 5+ clientes en vivo desde configuración JSON por tenant. Los nuevos clientes se configuran, no se programan — días, no semanas.
5
Producto de datos multi-supermercado (50K+ productos)
Indexamos 5 cadenas paraguayas (Superseis, Stock, Areté, Casa Rica, Supermas) y mantenemos un motor de comparación de precios.
6
Sitio web de producción en 4 idiomas
Contenido completo en es / en / nl / pt, incluyendo nav, footer, páginas legales, newsletter, formularios. Cobertura Mercosur + Europa + EE.UU.
7
LMS de video self-hosted en Rust + React
Un Coursera-clone hecho desde cero: videos, quizzes, certificados, tracking de progreso. Rust + axum + React + PostgreSQL.
8
42 repos públicos como prueba de trabajo
Cada afirmación es verificable en GitHub. Ninguna otra agencia de IA publica tanto de su trabajo real.
Recent activity
Public build log. Updated when something interesting goes live.
clientpreview
Dra. Gabriella dental site deployed in preview
Built apps/dra-gabriela/ in the monorepo with the content package from Ai-Whisperers/dentist. Public launch pending client data (phone, address, RUC, MSPBS).
researchopen-source
20-competitor market analysis published
Full analysis of the 20 AI agencies we benchmark against: services, pricing, threat level. Includes our 8 unique capabilities. Source: docs/research-sources.md (28 URLs).
salestools
28-capability sales sheet shipped
All 28 services with our pricing, market low/high, sources, and internal proof — as a Google Sheet via Apps Script or CSV import. Live in the company repo at Company/sales/.
infraaudit
VPS + Docker Swarm + Traefik fleet audit
52 services, 42 unique client sites, 55 Traefik hostnames, 8 overlay networks, 28+ volumes. Full breakdown in docs/infrastructure-audit.md.
El equipo
2 fundadores. 8 bots de IA nombrados.
Ivan Weiss van der Pol
Founder & CEO
Data Engineer, Automation Architect, QA Specialist. Founded AI Whisperers in November 2025. Mission: make AI practical for SMBs in Paraguay and LATAM.
💻 GitHubKyrian Weiss van der Pol
Co-Founder & Technical Director
n8n expert, AI integration specialist, technical architecture lead. Co-founder of AI Whisperers. Drives the systems side of the engineering studio.
Contacto
Llamada estratégica gratuita de 30 minutos. Sin pitch de ventas. Sin tarjeta de crédito.