An unverified field is worse than an empty one
Half-complete records make segmentation unreliable and reporting quietly wrong. The usual remedy, enriching everything and accepting whatever comes back, replaces a visible gap with an invisible error.
That is a downgrade, not a fix. An empty field announces itself. A wrong one sits in a segment filter for a year, and the campaign that underperformed because of it is blamed on the copy.
Confidence separates the two outcomes. A value three sources agree on and one guessed by a scraper are both strings. Only a confidence level distinguishes them, and only a threshold acts on that distinction.
Which fields to enrich is the question before any of this. Enriching data nobody filters on is spending with no return, however clean the result.
How the ActionFlow runs on the canvas
The record arrives through a Webhook trigger on create, or a Start Scheduled node processes a backlog with a Loop node.
An HTTP Request node queries your enrichment source, and a Scrappey node retrieves the company's own pages where that is the better source for positioning and headcount.
A Generate Object node reconciles what came back. If sources disagree, it returns the value it judges correct, the alternatives, and a confidence level per field. Returning alternatives rather than discarding them makes later disputes resolvable.
A Filter node splits on the confidence threshold. High-confidence fields route to a HubSpot or Salesforce node and are written back. Everything below the threshold goes to a Google Sheets review tab with sources attached.
A Validate node enforces format before any write, so a correctly inferred phone number in the wrong shape does not corrupt a field.
The review tab is the part most teams skip and the part that earns the flow its trust. A rep who has seen the queue knows what automatic writes look like and stops second-guessing them.
Nodes this ActionFlow uses
- Webhook (Trigger): fires on record creation. Start Scheduled plus Loop walks a backlog instead.
- HTTP Request (Util): queries the enrichment source.
- Scrappey (Util): retrieves the company's own pages for positioning and headcount.
- Generate Object (AI Core): returns a value, the alternatives, and a confidence level per field.
- Filter (Data): splits on the confidence threshold.
- Validate (Data): enforces field format before any write.
- Salesforce (Integration): receives high-confidence fields. HubSpot fits the same slot.
- Google Sheets (Integration): holds the low-confidence queue with sources attached.
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