Tomasz Tunguz Blog (tomtunguz.com) · 2026-03-26 · 70d

AI Models as a New Competitive Axis in Software

Software companies are increasingly building proprietary or open-source AI models as a differentiation strategy. While specialized models like Intercom's Apex and Chroma's Context-1 show performance gains today, historical patterns suggest these advantages may erode as general-purpose models improve. The choice between proprietary models for differentiation versus open-source models for adoption represents two competing philosophies.

2 metrics· Cited 0× in the knowledge base ·Open source ↗

Metrics in this report

Agent Search Benchmark Score

97%

achieved

Chroma Context-1 model

Customer Support Ticket Resolution Rate

68-75%

before/after

Intercom gaming customer