Typeform + Mattermost: catch negative feedback fast
Typeform feedback is scored by AWS Comprehend and only negative messages post to Mattermost. Spot…
Turn messy data into clear decisions. Automate AI summaries, sentiment, trends, and anomaly checks across your toolsβso you act faster without living in spreadsheets.
A workflow pulls data from the tools you already use (like Google Sheets, forms, email, or a webhook). It then sends that data to an AI model (often OpenAI) with a prompt that defines the output you wantβsummary, sentiment, categories, root cause, next steps, and so on. The workflow saves the results back to your system of record and notifies the right people in Slack or Gmail. You can also schedule it daily or trigger it in real time.
Usually, no. Most Flowpast workflows are plug-and-play: connect accounts, pick a spreadsheet/table, and adjust a prompt or two.
If youβre manually cleaning data, copying it into AI tools, and writing updates, automation can save about 2 hours per week for a small team and much more for agencies. The bigger win is consistency. You stop skipping analysis when youβre busy. You also cut context switching: insights appear where you work, like Slack or email, instead of living in yet another dashboard.
Youβll need an n8n workspace (self-hosted or cloud) and access to the apps in the workflow, like Google Sheets or Slack. For AI steps, you need an API key (OpenAI is common, but you can swap providers if the workflow supports it). Start with one data source and one output channel, keep the prompt simple, then iterate. Frankly, the first version doesnβt need to be perfectβit needs to be used.
Typeform feedback is scored by AWS Comprehend and only negative messages post to Mattermost. Spot…
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Typeform feedback is scored with Google Cloud Natural Language and only negative comments reach Mattermost.…
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