Integrations
Google Sheets
HTTP Request
If
Edit Fields (Set)
Loop Over Items (Split in Batches)
Execute Workflow
Sticky Note
Code
Execute Workflow Trigger
Manual Trigger
Filter
Embeddings OpenAI
OpenAI Chat Model
Recursive Character Text Splitter
Split Out
Default Data Loader
Qdrant Vector Store
This rantir template is part of a 3-part series exploring use-cases for clustering vector embeddings:
- Survey Insights
- Customer Insights
- Community Insights
This template demonstrates the Survey Insights scenario, where survey participant responses are quickly grouped by similarity, and an AI agent generates insights based on those groupings.
With this workflow, researchers can save days or even weeks of work by breaking down cohorts of participants and identifying frequently mentioned positives and negatives.
How it works
- Survey questions and responses are imported from a Google Sheet.
- Responses are inserted into a Qdrant collection, carefully tagged with question and survey metadata.
- For each question, all relevant responses are processed using a clustering algorithm via the Python Code node. The Qdrant points are returned as clustered groups.
- Each group is then looped, and the payloads of the points are fed to the AI agent to summarize and generate insights.
- The resulting insights and raw responses are saved to the Google Spreadsheet for further analysis by the researcher.
Requirements
- Survey data formatted as shown in the provided Google Sheet.
- Qdrant Vectorstore for storing embeddings.
- OpenAI account for embeddings and LLM.
Customizing the Template
- Adjust the clustering parameters to suit your data. For open-ended questions, add more clusters, and for multiple-choice responses, use fewer clusters.
Other Workflows like this one
Your connected stack awaits to automate AI workflows with 24-7 uptime performance and engagement
Update Twitter using HTTP request
HTTP Request
Start
Knowledge base using Notion's AI assistant
Notion
AI Agent
OpenAI Chat Model
Window Buffer Memory (easiest)
HTTP Request Tool
Text automations with Apple Shortcuts
Webhook
Switch
Respond to Webhook
Sticky Note
OpenAI
Custom LangChain agent written in JavaScript
AI Agent
LangChain Code
OpenAI Chat Model
OpenAI Model
Edit Fields (Set)
Automate LinkedIn Outreach with Notion and OpenAI
HTTP Request
LinkedIn
Notion
OpenAI
Merge
AI Voice Chat using Rantir Webhooks, Memory Manager, OpenAI, Google Gemini & ElevenLabs
HTTP Request
Webhook
Respond to Webhook
Sticky Note
Basic LLM Chain
Compare features across plans
Computir Cloud Suite All Access
$99/m
Per team/per month, with 10 GB of data and storage
Everything in Free, and:
Host up to around 4-5 Applications
Advanced user roles
Unlimited AI applications & workflows
Custom onboarding & Customer management
Advanced integrations
International capabilities
Unlimited Team Plan & Custom Integration
$299/m
Per $1K Tokens or 1 TB added, custom integration (per month)
Everything in Professional, and:
Host up to around 20+ Applications
Tailored implementation services
Advanced ERP integration capabilities
Extra bandwidth and open-source AI models
Fine-tuning & data logic
SOX or integration customization
Dedicated premium support
Computir Cloud
AI Application & Automation platform suite
Get access to generate dashboards, websites or content
Chat to Explore Data
Custom Develop integrations
Chat to Transform Data
Direct or Enterprise application connections
Webflow, Wix or Wordpress
+ Acumatica, Microsoft, Netsuite & Sage
+ Oracle & Workday
Rules to automate AI
Basic
Advanced
Advanced
Custom Integrations
Build & Share Live Reports
Generated
Human-Led
Train Classification Models
Human-Led
Train Time Series Forecasts
"I highly recommend Computir, they are a great dev team with quick turn around on all projects and requests. We recently worked with them on updating our website and any changes, updates or modifications I needed were always taken care of quickly!"
Paige J, VP of Marketing, Heavy AI
Defining the next age of software with AI. Tailored to work-life balance that fosters more life.
Introducing an integration-software suite that's automated, creative, & collaborative. Open-sourced. On-Premise. On-device.
Introducing an integration-software suite that's automated, creative, & collaborative. Open-sourced. On-Premise. On-device.
