Building a custom AI agent system isn't just an academic exercise; it's a strategic business decision with a clear and compelling return on investment (ROI). By replacing Intercom's default AI bot (Fin) with this Latenode-powered workflow, we observed a dramatic reduction in costs alongside a significant improvement in efficiency and control.

Here’s a look at the real-world data from this transition.


🗓️ The Transition: A Month-by-Month Look

The financial impact was immediate and grew as the Latenode agent took over more responsibilities.

Month Support Tool Cost Notes
March $609 📉 Baseline cost using only Intercom with its default Fin AI bot.
April $294 📈 A hybrid month, where an early test version of this Latenode bot began handling a portion of the conversations.
May $140 ✅ The final state, with the Latenode AI agent handling almost all initial interactions, resulting in a 77% reduction in monthly costs.

⚖️ Head-to-Head Comparison: Latenode vs. Intercom Fin

The benefits extend far beyond the monthly subscription fee. When we break down the key performance and operational metrics, the value of a custom solution becomes even clearer.

💰 Monthly Cost

🗣️ Resolution Cost

This measures the cost for each conversation the AI successfully resolves.

🗑️ Spam Filtering