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Field Agents: Critical findings on production data

  • March 27, 2026
  • 2 replies
  • 53 views

Maxim_KM
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hi community,

 

been battletesting this new AI-driven database approach on ~5–6k records, adding ~1k daily. hitting some sharp edges with field agents.

 

1. “run automatically” is too aggressive

it keeps re-running. great for freshness, bad for cost.

with real volumes this becomes monster token drain.

 

what’s missing:

 

  • run automatically once (if empty)

  • then freeze unless explicitly re-triggered

 

more like a computed default than a live formula.

 

2. no clean automation trigger

still can’t call a field agent directly from automations.

so no way for controlled execution 

 

ideal model

 

  • auto-run once → initialize

  • automation trigger → intentional re-runs

 

first fixes cost

second fixes control

 

together makes field agents viable at scale.

2 replies

coderkid
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  • Participating Frequently
  • March 27, 2026

Yeah, you can’t directly trigger Airtable’s AI field agents from automations, but you can think of workarounds for "run once then freeze" using automations and conditions, as well as controlled re-runs via a flag field.

Here are some sample workarounds. I'm sure you can come up with better ones to fit your architecture.

 

Workaround for "Initialize once"

 

Add 2 fields:

  • AI Output (long text)
  • AI Initialized (checkbox)

Add automation:

Trigger:

  • When record created

Condition:

  • "AI Output" is empty AND "AI Initialized" is not checked

Actions:

  • Generate with AI
  • Update Record  : "AI Output" to result and  Set "AI Initialized" to checked


Workaround for "Manual re-triggering"

 

Add a field:

  • "Re-run AI" (checkbox)

Add automation:

Trigger:

  • When record updated or When record matches the condition

Condition:

  • "Re-run AI" is checked

Actions:

  • Generate with AI
  • Update Record : "AI Output" to result and Set "Re-run AI" to unchecked

 


MaddieJ
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  • Community Manager
  • March 30, 2026

Hey ​@Maxim_KM wanted to flag that we’re releasing some trigger enhancements to AI fields this week via AI Labs! Check out more details here.