Overview
Audit tools are the highest-converting lead magnets in B2B. They're also the easiest to financially blow up. Here's how to ship one that scales.
Key takeaways
KEY TAKEAWAYS
- 01Move scoring to deterministic logic; reserve AI for narrative.
- 02Cache and template AI outputs at the segment level.
- 03Rate-limit aggressively at the auth boundary.
The three-layer architecture
Layer 1: deterministic scoring engine · Layer 2: cached AI narrative per segment · Layer 3: optional bespoke AI section gated behind email confirmation.
Cost controls that actually work
Segment-level caching, server-side rate limits, prompt-size caps, and a hard daily inference budget tied to alerts.
Checklist
CHECKLIST
0/4What's next
Turn the tool into a funnel using How To Turn A Checklist Into A Lead Generation Funnel.