Level3 AI Raises $13M Seed Round Led by Sovereigns Capital
The funding will accelerate expansion across Indonesia, Thailand, and the Philippines, and double the engineering team in Singapore and Hanoi...
Practical writing on conversational AI, APAC customer experience, and enterprise deployment from the Level3 AI team.
The funding will accelerate expansion across Indonesia, Thailand, and the Philippines, and double the engineering team in Singapore and Hanoi...
Most AI support tools were built in English-first environments. Here's what that means for teams handling Bahasa, Thai, and code-switched conversations...
Data from 600,000 support conversations shows a single handoff pattern appearing in 78% of tickets that received a CSAT score under 3...
A knowledge base bot tells customers what to do. An action API bot does it for them. The gap in CSAT between the two is larger than most teams expect...
The bottleneck isn't the technology. It's always the same three things: access to historical tickets, CRM API credentials, and someone with authority to sign off on the escalation rules...
If your vendor stores conversation data outside Singapore, or uses it to train shared models, you have a compliance problem. Here's the checklist to run before signing...
Singlish, Taglish, and Manglish aren't dialects — they're linguistically distinct patterns that break standard intent classifiers. Here's how we handle them...
The handoff moment is where most AI support deployments lose customer trust. The fix isn't a better AI — it's a better transition protocol. Five patterns that work...
11.11, 12.12, and Ramadan campaigns generate 8–12x normal ticket volume in 72 hours. Here's how the teams that survive them are structured differently...
OAuth setup, data field mapping, bidirectional ticket sync, and the three API rate limit traps that will catch you at 2x your current ticket volume. A detailed guide...
Voice AI demos are impressive. Production reality in APAC is different — accent variability, background noise, and 400ms+ latency cause customers to drop calls. The honest picture...
MAS, OJK, and BOT have different requirements for AI-assisted customer interactions. Here's what each regulator actually requires and where most vendors fall short...