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Cost of Running a Voice AI Platform: A Full-Stack Cost Breakdown

Cost of Running a Voice AI Platform: A Full-Stack Cost Breakdown

AI & Machine Learning WebRTC 21 Jul Maryna Poplavska

Running a voice AI platform in production means paying for five things every call touches: the WebRTC/SFU transport layer that carries the audio, speech-to-text (STT), the LLM that decides what to sa...

Real-Time Video Analytics on a Live Stream: Auto-Highlights for Sports, Commerce, and Events

Real-Time Video Analytics on a Live Stream: Auto-Highlights for Sports, Commerce, and Events

Video Conferencing & Live Streaming Video Streaming 21 Jul Eugenia Nemkova

Real-time video analytics on a live stream means running AI inference on frames while the broadcast is still in flight — detecting objects and events, scoring which moments matter, and de...

LiveKit vs Mediasoup: Picking the Right SFU for Your Product

LiveKit vs Mediasoup: Picking the Right SFU for Your Product

Video Conferencing & Live Streaming Video Streaming WebRTC 20 Jul Stan Reshetnyk

LiveKit and Mediasoup are both open-source Selective Forwarding Units (SFUs) for building real-time WebRTC video and voice, but they sit at different levels of the stack. LiveKit is a batteries-inclu...

OpenAI Realtime API + WebRTC in Production: What Works, What Breaks, and the HIPAA Audio Gap

OpenAI Realtime API + WebRTC in Production: What Works, What Breaks, and the HIPAA Audio Gap

Video Streaming WebRTC 20 Jul Stan Reshetnyk

The OpenAI Realtime API lets a browser or mobile app hold a spoken conversation with a model in near real time — audio in, audio out, over a single low-latency connection. Over WebRTC, that connect...

How to Add an AI Clinical Scribe to a Telemedicine Platform (Without Breaking HIPAA)

How to Add an AI Clinical Scribe to a Telemedicine Platform (Without Breaking HIPAA)

AI & Machine Learning Telehealth 20 Jul Stan Reshetnyk

By Stan Reshetnyk, CTO, Trembit — HIPAA/KBV-compliant telemedicine architecture and real-time AI integration · Last updated 15 July 2026 An AI clinical scribe is ambient software that listens to a...

Building NHS-Compliant Video: DCB0129/DCB0160, DSPT, and FHIR Integration

Building NHS-Compliant Video: DCB0129/DCB0160, DSPT, and FHIR Integration

Video Conferencing & Live Streaming Video Streaming 20 Jul Stan Reshetnyk

An NHS-facing video or telemedicine platform has to satisfy at least four distinct obligations that a generic consumer video app never touches. DCB0129 governs clinical risk management for ...

Top Telemedicine App Development Companies (2026): A Buyer’s Decision Guide

Top Telemedicine App Development Companies (2026): A Buyer’s Decision Guide

Telehealth Video Streaming 20 Jul Stan Reshetnyk

By Stan Reshetnyk, CTO · Published 16 July 2026 A telemedicine app development company is a software engineering firm that designs, builds, and maintains the video, scheduling, EHR/EMR-integration, a...

Top WebRTC / Video App Development Companies (2026)

Top WebRTC / Video App Development Companies (2026)

Video Streaming WebRTC 20 Jul Stan Reshetnyk

By Stan Reshetnyk, CTO · Published July 2026 · Last updated: 16 July 2026** A WebRTC development company is a software engineering firm that builds real-time video, voice, and data applications on t...

SFU vs MCU vs P2P: Choosing the Right WebRTC Media Server Architecture

SFU vs MCU vs P2P: Choosing the Right WebRTC Media Server Architecture

WebRTC 17 Jul Eugenia Nemkova

Three architectures carry almost every WebRTC video product, and they differ in one thing: where the media flows. Peer-to-peer (P2P) connects participants directly, with no media server in ...

Building a Voice AI Agent on WebRTC: Latency, Barge-In, and Turn-Taking

Building a Voice AI Agent on WebRTC: Latency, Barge-In, and Turn-Taking

AI & Machine Learning 16 Jul Eugenia Nemkova

A voice AI agent on WebRTC is a real-time pipeline — audio capture, speech processing (either a cascaded STT → LLM → TTS chain or a native speech-to-speech model), and audio playback — runnin...

MoQ vs WebRTC: Which One Does Your Product Actually Need in 2026?

MoQ vs WebRTC: Which One Does Your Product Actually Need in 2026?

WebRTC 16 Jul Eugenia Nemkova

WebRTC is the browser-native protocol for interactive, two-way real-time communication — calls, telehealth, conferencing — with proven sub-250ms latency. MoQ (Media over QUIC) is an emerging IETF...

Migrating Off Twilio Video: A WebRTC Team’s Playbook

Migrating Off Twilio Video: A WebRTC Team’s Playbook

WebRTC 16 Jul Eugenia Nemkova

To migrate from Twilio Video means moving your signaling, media routing, and client SDKs off a managed CPaaS onto either another managed video API or your own WebRTC infrastructure. First, ...

AI Agents for Business: What They Actually Automate (and What They Don’t)

AI Agents for Business: What They Actually Automate (and What They Don’t)

AI & Machine Learning Business Insights 15 Jul Eugenia Nemkova

By Trembit Engineering Team · Last updated: 2026-07-08 An AI agent is a system built around a large language model that can take actions — call tools, read and write to your real systems, and decid...

Building an AI “Admin Co-Worker”: Back-Office Automation with Human-in-the-Loop

Building an AI “Admin Co-Worker”: Back-Office Automation with Human-in-the-Loop

AI & Machine Learning Product Strategy & MVP Software Engineering 15 Jul Eugenia Nemkova

By the Trembit AI Engineering Team · Last updated: 2026-07-08 An AI admin co-worker is an AI agent that reads incoming documents and requests, makes a judgment call on the routine cases, and hands an...

What Is an AI Orchestration Engine? Architecture, Patterns, and Build-vs-Buy

What Is an AI Orchestration Engine? Architecture, Patterns, and Build-vs-Buy

AI & Machine Learning 15 Jul Serhiy Sokorenko

By the Trembit Engineering Team · Last updated: 2026-07-08 An AI orchestration engine is the production layer that sits between your application and its models. It routes each request to the right mo...

Clinical AI Frameworks: Deploying AI Safely in Healthcare (DCB0129/0160, HIPAA)

Clinical AI Frameworks: Deploying AI Safely in Healthcare (DCB0129/0160, HIPAA)

Uncategorized 15 Jul Stan Reshetnyk

Deploying clinical AI safely means satisfying at least three overlapping obligations at once — and the cost of getting it wrong isn't a late feature. It's a blocked NHS or HIPAA review, a patient-sa...

AI in Healthcare: Where It Actually Works in 2026

AI in Healthcare: Where It Actually Works in 2026

AI & Machine Learning Telehealth 15 Jul Eugenia Nemkova

AI in healthcare in 2026 runs in production at scale in four places: ambient clinical documentation (AI scribes), imaging-triage support for radiologists, administrative and back-office automation (pr...

How to Build a Real-Time AI Content Moderation Pipeline for Live Video

How to Build a Real-Time AI Content Moderation Pipeline for Live Video

AI & Machine Learning WebRTC 13 Jul Eugenia Nemkova

A real-time AI content moderation pipeline is the combination of three things: extracting frames and audio from a live media stream, running AI inference on them, and returning an enforcement action ...

How to Rescue a Broken WebRTC Codebase: A Protocol-Level Diagnosis Playbook

How to Rescue a Broken WebRTC Codebase: A Protocol-Level Diagnosis Playbook

WebRTC 03 Jul Eugenia Nemkova

A WebRTC rescue is what happens when a live video product is failing — calls drop, connections hang on "connecting," audio goes one-way — and the team that owns the code can't find the root cau...

WebRTC vs Media over QUIC (MOQ): What Startups Need to Know in 2026

WebRTC vs Media over QUIC (MOQ): What Startups Need to Know in 2026

WebRTC 29 Jun Maryna Poplavska

"Should we build on WebRTC or wait for MOQ?" That's the question we heard three times last month from startup CTOs planning their video platforms. Each time, our answer surprised them. The short v...

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