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Multi-Modal WhatsApp AI Agent Workflow in n8n (Audio, Image, Text)
This is a multi-modal AI agent workflow using n8n and OpenAI for WhatsApp automation:
1.Triggered on incoming WhatsApp audio, image, or text
2.Transcribes audio and analyzes content for intent
3. Processes and interprets image-based prompts
4. Routes inputs to an AI Agent (OpenAI) with memory support
5. Responds in text or generated audio, depending on user preference
6. Tech Stack: n8n, OpenAI, Whisper, Code node, WhatsApp API
Automates real-time, intelligent user interactions across media types.
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Which AI model would actually survive a real ad agency brief?
I put Kling 3.0 and Seedance 2.0 head-to-head with the exact same frames. Same prompt. Same creative direction.
And honestly, choosing between models is starting to feel a lot closer to choosing a director than choosing a tool.
Because each one interprets motion, realism, pacing, and atmosphere completely differently.
Prompt’s in the comments if you want to test it with your own product.
They both still need some extra editing and work, but I definitely have a favorite.
Who’s winning this one for you?
29 voted
39%
45 voted
61%
74 votes
Closed
The starting frame vs ending frame.
I generated both frames with Nano Banana 2 and used them as the transition points for the video generation.
I wanted it to feel like one continuous world: floating tension → gravity switches on → full liquid impact
Hey 👋 I'm Matthew, this is a bit of a last minute submission, but here's, Trawl. An AI lead research app where Trawly, your built-in agent, finds leads through chat 🎣
App name: Trawl
Tagline: Chat your way to leads.
App identifier: trawl
Branch version ID: version-test
BubbleGo preview URL: https://trawl.bubbleapps.io/version-test/api/1.1/mobile/preview?debug_mode=true&preview_view=Dashboard
🙌 Short description:
Trawl is an AI chat app for lead research. Tell Trawly, the AI agent inside, what you're after ("find me dentists in Austin"), it scrapes the web, fills your database, and drafts personalized cold emails on demand.
🚀 What it does
Lead gen tools are usually bloated dashboards with forty filters and a steep learning curve. Trawl is a chat.
Three tools work behind the conversation: one scrapes Google for fresh leads, one queries your saved database, one drafts outreach tailored to a specific business. Everything lands in a filterable, exportable leads table. Trawly remembers past searches — "the dentists from yesterday" just works.
Freemium:
Free: 20 lead credits/month, full chat, leads database, outreach drafts
Pro (next): higher scrape + search limits, unlimited outreach, priority speed
🔥 Why right now:
Most "AI lead gen tools" are ChatGPT wrappers with a database glued on. Trawl is built on real agent tool use — Trawly isn't pretending to find leads, it's pulling them in front of you live.
Built on Bubble + n8n+ Claude.
#BloomWithBubble
Great usecase! the fact that the chat actually fills a structured table and you can send outreach from the same screen is what makes it click for me, most tools make you jump between three apps to do what yours does in one. nice work Matthew, good luck!
🚨 LAST CHANCE: The Bloom with Bubble Challenge deadline was EXTENDED to Thursday 11:59PM PST.
💰 $10,000 Prize Pool
🤖 $1,000 Anthropic API Credits per winner
🔥 Free late entry ticket available NOW
Build fast. Ship something creative. Win cash.
JOIN HERE → https://on.contra.com/JdwNDn
🏆 1st: $4,000
🥈 2nd: $2,500
🥉 3rd: $1,500
⭐ Community Fave: $1,000
🤖 Best Bubble AI Build: $1,000
#bloomwithbubble #bubbleio #hackathon #buildinpublic
Amazing!
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