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Use Case · Agent Builder

No-code workflows still need audit trails.

Agent Builder makes it easy to wire up automations. Civic makes sure you can see what they did, and prove it to your team.

use case / agent builder

The workflow ran for six hours. Nobody noticed until the invoice.

Just imagine, one day…

You build an automation workflow that monitors a chat channel, summarizes new messages, and posts digests to a wiki. It works perfectly in testing. You connect it to your busiest channel and go to bed.

The summarizer calls the LLM for every message, including bot messages, including its own wiki notifications cross-posted back to the channel. A feedback loop. 6 hours, thousands of LLM calls, and a $2,300 inference bill. There's no log showing what happened. Just a charge on the card and a wiki page with hundreds of recursive summaries.

If you can't see what your agent did, you can't explain the bill to your team.

Without audit trails, you cannot explain what went wrong.

It does things you did not intend

You asked it to summarize messages. It summarized its own summaries. A feedback loop turned a simple workflow into thousands of LLM calls.

You cannot prove what happened

No log of individual LLM calls. No trace of the feedback loop. Just a $2,300 invoice and a wiki full of recursive garbage.

You cannot stop it fast enough

6 hours running unattended. No rate limit. No circuit breaker. No alert until the credit card was charged.

It gets confused and you never know

The workflow picks up its own wiki notifications as new messages to summarize. It doesn't know the difference between real content and its own output.

Connect Agent Builder through Civic in three steps

Agent Builder Agent

Add Slack, Confluence, and OpenAI.

Set rate limit to 100 LLM calls per hour.

Set cost cap to $50/day.

Block Slack posting (read-only).

Done. 3 tools connected:

✓ Slack — read #general only

✓ Wiki — post to digests

✓ OpenAI — summarize, 100/hr limit

Your MCP URL is ready to copy.

The same scenario. Different outcomes.

Without Civic, the workflow loops until the bill arrives. With Civic, it hits the rate limit and alerts you.

$ workflow start channel-digest
[workflow] monitoring #general...
[llm:call] summarize message #1
[wiki:post] digest posted
[slack:notify] cross-posted to #general
[llm:call] summarize notification... (loop)
[llm:call] call #4,847 — still looping
$ # 6 hours. $2,300. no log. no alert.
$ workflow start channel-digest
[workflow] monitoring #general...
[llm:call] summarize message #1
[wiki:post] digest posted
[nexus] slack:post requested by channel-digest
[nexus] ✘ BLOCKED — cross-posting denied
[nexus] loop pattern detected — alert sent
$ # loop caught. cost: $0.03. you got a Slack ping.

Your workflow runs unattended. Civic helps you keep an eye on it.

You built the automation. Spend 10 minutes adding audit trails so a feedback loop doesn't become a $2,300 surprise.