# Make Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/make
> Markdown URL: https://aitinkerers.org/technologies/make.md
> Technology record last updated: 2026-09-18T14:19:46Z
> Generated: 2026-09-21T15:40:05Z

Make is the visual-first, no-code platform: architect and automate complex business workflows by connecting over 3,000 apps and leveraging real-time AI agents.

This is Make: the leading integration and automation development platform, formerly Integromat. It empowers over 350,000 organizations to visually design, build, and scale complex 'scenarios' (workflows) without writing a single line of code. You connect thousands of apps (like OpenAI, Google Gemini AI, and your CRM) using a flexible, drag-and-drop canvas. The platform excels at orchestrating end-to-end processes: automating everything from lead management and social media posting to full employee onboarding. Make's AI Agents provide adaptive, real-time decision-making, moving your business beyond simple fixed-rule automation to true agentic workflows.

- Official technology site: https://www.make.com
- Public AI Tinkerers demos and talks: 7
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Building a 32-Character Murder Mystery Game Generator](https://valencia.aitinkerers.org/talks/rsvp_JIVtHp5Lz5M)

I'll walk through building a production murder mystery generator that creates full games with 6-32 characters using Claude's API. The talk covers the real costs and constraints of AI at scale, my automation architecture using Make.com for orchestration, and the specific technical challenges I hit when generating complex JSON structures for game content. I'll show the actual webhook flows, how I handle character generation failures, and my debugging approach when Claude outputs invalid JSON that breaks the entire workflow.

- Event context: AI Tinkerers Valencia February Meetup — 2026-02-17 — Valencia
- Public talk page: https://valencia.aitinkerers.org/talks/rsvp_JIVtHp5Lz5M

### [How We Made AI & Automation Systems That Run Your Business Without Increasing Headcount](https://dhaka.aitinkerers.org/talks/rsvp_GY65cJBfRhg)

I’ll be sharing how I built and automated my AI Automation Agency, Automate Your Work (AYW), and how we apply the same principles inside Yet Fresh — our AI-powered, byte-sized media brand. I’ll walk through: - How I use AI tools to automate my business operations so it runs with minimal manual effort. - The specific automation tools and systems I rely on. - How I approach brainstorming, system design, and implementation to streamline growth. - How we help clients scale revenue without increasing headcount — by building automation into their workflows. Then I’ll break down Yet Fresh — how we use AI to create and distribute short-form media efficiently, and how we engineer and structure prompts to consistently produce high-quality, human-level output at scale.

- Event context: AI Tinkerers Dhaka Inaugural Meetup - Dhaka Builds with AI — 2025-11-01 — Dhaka
- Public talk page: https://dhaka.aitinkerers.org/talks/rsvp_GY65cJBfRhg

### [Automatización inteligente de gestión de horas de trabajo con Telegram, Make y Google Workspace](https://pereira.aitinkerers.org/talks/rsvp_vfKR6s_lNyQ)

Este proyecto aborda un problema cotidiano en la gestión de horas laborales: el registro manual y repetitivo de horas en hojas de Excel, que requiere abrir archivos, ingresar datos y enviar reportes semanalmente de forma manual. Para resolverlo, diseñé una automatización integral en Make compuesta por tres escenarios interconectados, que digitalizan todo el flujo desde la captura de datos hasta la generación de reportes. El primer escenario utiliza un bot de Telegram para solicitar las horas programadas, realizadas y observaciones. La información del identificador de la última instrucción se guarda en un Data Store y se gestiona el resto de información mediante Webhooks. El segundo escenario procesa la información proveniente del Webhook, aplica lógica condicional, calcula automáticamente las horas extras y pendientes, traduce el día de la semana con la API de Google Translate y almacena los resultados en Google Sheets, envía mensaje de confirmación del registro de la información. Finalmente, el tercer escenario genera un reporte semanal en Google Docs, lo convierte a PDF y lo envía automáticamente por Gmail.

- Event context: 🔥 AI TINKERERS - PEREIRA🤖 De tareas a sistemas inteligentes: la revolución de la automatización 🔥🤖 — 2025-10-30 — Pereira
- Public talk page: https://pereira.aitinkerers.org/talks/rsvp_vfKR6s_lNyQ

### [Sistema Inmunológico para la Adopción de la IA](https://santiago.aitinkerers.org/talks/rsvp_sgb4HRIalAE)

Hoy muchas personas se enfrentan a la IA y dicen: “Esto no sirve”, “Responde tonteras”, “No me ayuda como esperaba”. Pero, ¿y si el problema no es la IA, sino nuestro sistema inmunológico frente al cambio? Con un proceso guiado, podemos desbloquear el verdadero potencial de la IA incluso para quienes no saben nada de tecnología.

- Event context: 🔥 AI TINKERERS – SANTIAGO / CAPÍTULO 6 — 2025-07-31 — Santiago
- Public talk page: https://santiago.aitinkerers.org/talks/rsvp_sgb4HRIalAE

### [The Lazy Builder's Guide to Marketing: Automated Content Generation from Meeting Recordings](https://seattle.aitinkerers.org/talks/rsvp_068FKAkayUw)

A technical walkthrough of an automated marketing content pipeline built in Make that captures meeting recordings via webhook, identifies which company/product is being discussed using ChatGPT, and automatically generates platform-specific marketing content. The system uses AI assistants with vector stores containing brand guidelines to create tweets and LinkedIn posts, generates images based on content hooks, and includes a Slack bot for human-in-the-loop approval/rejection workflows with rewrite capabilities. All content is tracked in Google Sheets as the source of truth.

- Event context: Friday - AI Tinkerers Seattle - May Meetup — 2025-05-31 — Seattle
- Public talk page: https://seattle.aitinkerers.org/talks/rsvp_068FKAkayUw

### [I built an app using low-code tools, want to see?](https://phoenix.aitinkerers.org/talks/rsvp_O8llv6eyTFs)

I used Softr.io for the front end and n8n for the back end of https://glowsocial.com. Happy to show + walk through all 9 workflows. It's n8n, so there's not a ton of code, but luckily, there are a couple code blocks so this demo technically fits the specs. :)

- Event context: February 18th 2025 - AI Tinkerers PHX! — 2025-02-18 — Phoenix
- Public talk page: https://phoenix.aitinkerers.org/talks/rsvp_O8llv6eyTFs

### [FINN – Parsing complex invoices with Vision API and GPT4](https://munich.aitinkerers.org/talks/rsvp_9d12SMNubpU)

FINN has 20.000 cars on the road that all want to be serviced and inspected. This happens in hundreds of different workshops all across the country. Every month, we receive more than 1,000 invoices that tell us what car was serviced, at which mileage, at which date, and with which costs. All invoices must be read out for this data. Because we have hundreds of different invoice layouts, conventional invoice parsing software failed. With the GPT Vision API preview and GPT 4, however, we were able to extract this unstructured data with ~85% accuracy automatically, saving us 15-20 working hours a month.

- Event context: AI Tinkerers Munich - January 18 — 2024-01-18 — Munich
- Public talk page: https://munich.aitinkerers.org/talks/rsvp_9d12SMNubpU

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