Portola
Conversational voice agent
Cached prompts failed dynamic voice chats. Rebuilding context every turn via GPT-5.1 cut memory misses 30% and lifted retention 20%.
- Over 0.7s reduction in speech initiation time
- 30% reduction in memory recall misses
- >20% increase in next-day user retention