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Automation2026-04-12

B2B improvement loops 🔁, working with agents 🤖, Convoy’s culture postmortem 🏗️

Decision traces can create a compounding loop in B2B, like how consumer platforms leveraged behavioral data. Traditional software records outcomes ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ...
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B2B improvement loops 🔁, working with agents 🤖, Convoy’s culture postmortem 🏗️
**TL;DR** - B2B product teams building improvement loops with AI agents; what working with agents actually looks like day-to-day.

The 10-Second Pitch

  • AI agents in B2B workflows excel at high-volume, low-variance tasks - data entry, CRM updates, report generation
  • Key to successful agent integration is designing good feedback loops for human-in-the-loop
  • Convoy postmortem on failed AI culture initiative required reading for anyone doing this

Setup in 3 Steps

1. Identify highest-volume, lowest-variance B2B tasks first - that is where agents pay off fastest

2. Design explicit human review triggers based on confidence scores, not just task type

3. Read Convoy postmortem - failure modes they describe are universal

**Example Prompt:**

Design an AI agent workflow for a B2B sales team that triages inbound leads and schedules follow-up calls.

Verdict

ProsCons
Improvement loops compound quicklyAgents amplify bad processes as fast as good ones

Companies winning with agents in B2B picked right workflows and invested in human training, not just AI.

Related Dispatches
Put this into production
B2B has lot of high-volume, low-variance workChange management is the hard part, not technology
Convoy postmortem honest and usefulMost companies will not publish their failures