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AI RAG Pipeline & Knowledge Base Chatbot Automation Built with n8n
My role. AI Automation Engineer | n8n & RAG, AI Chatbot Developer
Project description. Built an end-to-end RAG (Retrieval-Augmented Generation) pipeline and AI chatbot using n8n. The workflow automates knowledge ingestion, processing, context retrieval, and LLM-powered response generation. It demonstrates how business knowledge can be connected to an AI assistant to provide more relevant and grounded answers. The solution can be adapted for customer support, internal knowledge bases, document Q&A, and AI-powered business automation.
Skills and deliverables
n8n
CRM Automation
API Integration
Chatbot Development
LLM Prompt Engineering
The network for creativity
Join 1.25M professional creatives like you
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What if the whisky-making process became the artwork?
Full Barile identity, campaign and film:
https://contra.com/p/bMNAvgWk-barile-brand-identity-and-launch-campaign
Barrel staves become monumental sculptures. Their curves carry through the collector’s packaging and a 15-second film. Explore four moments from the project here, then discover the complete visual identity and campaign in the case study.
Self-initiated concept for a fictional Brazilian single malt. Creative direction, brand identity and AI-assisted visual development by Mauricio Pontual.
#BrandIdentity #ArtDirection #PackagingDesign #BrandCampaign #AIVideo
The way the barrel curves carry all the way through to the packaging is such a tight through line. Since this was self-initiated, did the sculptural direction come first and the 15 second film get built around it, or were they developed side by side?
Before → After
Starting with an original product photo and turning it into a polished e-commerce visual through an AI-assisted workflow.
AI can speed up the production, but it doesn’t replace creative thinking. The creative direction behind the AI still matters; from composition, lighting, environment, and product placement to deciding what actually works for the brand.
These decisions come from human experience: everything we’ve learned, seen, and experienced, combined with our own creative taste and judgment. AI can execute the direction, but we’re still the ones defining it.
Original product photo → e-commerce-ready creative.
Faster production, without removing the human design decisions behind it.
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the red light makes the shot pop
Why are AI and SaaS such a powerful combination?
AI can make a SaaS product much more useful by taking care of tasks that normally require manual work.
Some common examples:
Automating repetitive workflows
Using data to support better decisions
Personalizing the user experience
Improving security and detecting unusual activity
The key is not simply adding AI to a SaaS product. It’s about using AI where it can make the product faster, smarter, and easier to use.
