Posts by Pritesh Kumar
AI Voice Agents for Claim Status Updates: Trust Is Built in the Wait
Claimants still phone for claim status updates. What to build so the answer arrives fast and still reaches the right person.
AI Voice Agents for FNOL Intake in Insurance Claims Handling
The first loss call collects medical and financial detail from someone under stress. What that means for where the audio lives and how the agent should listen.
GPT-Live-1 vs Gemini Live vs Grok Voice API: Best Realtime Voice API for Phone Agents
A comparison of the three current realtime speech-to-speech models on the axes that decide a phone deployment: interaction quality, documented telephony support, and pricing basis.
AI Voice Agents for Missed-Payment Recovery in BNPL: The Name Test
Most BNPL misses are days late, not defaults. Why the opening line of a recovery call decides which collection rules apply.
AI Voice Agents for Fraud-Alert Callbacks: Never Ask, Only Tell
The costliest impersonation scams open with a fake bank security alert. That is the constraint a real fraud-alert call has to design around.
AI Voice Agents for Prescription Refill Reminders in Pharmacy
Refill reminder calls are already permitted under HIPAA. The harder question is which vendor is holding the patient data while the call happens.
Healthcare No-Show Reduction: Why AI Voice Agents Beat Reminders
AI voice agents for no-show reduction in healthcare work by settling the appointment on the call. See the 2026 evidence and the HIPAA architecture behind it.
AI Voice Agent for Failed Delivery Rescheduling: The 2-Hour Rule
Failed deliveries recover at 64-74% when the call lands within two hours. What an AI voice agent has to do, and why live order data decides the outcome.
Why On-Prem Will Win Enterprise Voice AI (Hosted Can't Follow)
Regulated enterprises are pulling voice AI in-house. Here is why data sovereignty and cost make self-hosting win where per-minute vendors can't follow.
The First 15 Seconds Decide Everything in AI Outbound Calls
Prospects judge your AI voice in about 400ms and decide to stay in roughly 8 seconds. Here is how to win the first 15 seconds of an outbound call.
Speech Latency: The Sub-800ms Playbook for Voice AI in 2026
Production voice AI runs at 1.4s median latency. Sub-800ms is the bar. Learn which component to fix first and how to colocate your stack.
The Developer's Guide to AI Outbound Calling That Converts
Build production AI outbound calling with open-source tools. Real cost comparisons, SIP trunking setup, and why self-hosted beats per-minute pricing.
Automation vs Traditional Systems: The Real Cost Nobody Talks About
Traditional IVR loses 60-70% of callers. Voice AI fixes that but creates vendor lock-in. The real debate is ownership vs rental.