
**TL;DR** - Infrastructure gap: why your AI agents cannot work around limitations of current enterprise infrastructure until stack catches up.
1. Audit your infrastructure for AI readiness: API latency, data structure quality, auth token freshness
2. Fastest ROI infrastructure investment is API latency - anything over 200ms kills agent throughput
3. Build infrastructure modernization roadmap that runs parallel to AI adoption roadmap
**Example Prompt:**
Audit a hypothetical enterprise API stack for AI readiness and prioritize changes that would have biggest impact.
| Pros | Cons |
|---|---|
| Infrastructure gap real and underappreciated | Fixing it expensive and slow |
| API latency improvements have immediate ROI | Most enterprises have years of legacy infra debt |
|---|---|
| Competitive moat real for early movers | Infrastructure modernization takes 2-3 years minimum |