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Human Computing

Explore our blogs, research, and updates on Human Computing.

spotlight

Phoenix-4: Real-Time Human Rendering with Emotional Intelligence

Phoenix-4 is the first real-time model to generate and control emotional states, active listening behavior, and continuous facial motion as a single, unified system. It is a real-time behavior generation engine, built from the ground up, that goes beyond photorealism to transform conversation data into emotionally responsive, context-aware facial expression and head motion with millisecond-level latency.

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AI, News, and Ethics

HIPAA-compliant healthcare conversational AI platforms: what to look for

HIPAA-compliant healthcare conversational AI platforms: what product, engineering, and compliance leaders should evaluate before deploying.

Tavus Team

May 8, 2026

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AI, News, and Ethics

Factors affecting latency in real-time voice AI conversations

Voice AI latency compounds at every pipeline stage. Learn which factors matter most and what to ask vendors when evaluating conversational AI infrastructure.

Tavus Team

May 8, 2026

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AI, News, and Ethics

Conversational AI in travel: how travel brands plan trips at scale

Conversational AI in travel handles booking, disruption recovery, and multilingual guidance with answers that remember what travelers need.

Tavus Team

May 8, 2026

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AI, News, and Ethics

Conversational AI in hospitality: guest experiences that scale without staff

Conversational AI in hospitality lets hotels scale guest service around the clock, in any language, without adding front-desk staff. See how it works.

Tavus Team

May 8, 2026

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AI, News, and Ethics

Sales video in 2026: from one-way messages to two-way conversations

Conversational sales video conducts a real exchange. Here's how AI Personas are changing what B2B buyers expect in 2026, and why the format shift is structural.

Tavus Team

May 8, 2026

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AI, News, and Ethics

Talent acquisition software: adding AI video to your recruiting stack

Talent acquisition software covers the data and workflow layers. AI video gives every candidate a live, real conversation across the funnel.

Tavus Team

May 8, 2026

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AI, News, and Ethics

Onboarding software in 2026: why the best tools use conversational video

A 2026 guide to onboarding software: the four categories, key features to evaluate, common buyer mistakes, and the rise of conversational video.

Tavus Team

May 8, 2026

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Research

AI body language: can machines read and produce nonverbal cues?

AI systems are learning to do both sides of nonverbal communication. Here's where perception stands, why production is the harder problem, and what enterprise teams should evaluate before deploying.

Tavus Team

May 8, 2026

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AI, News, and Ethics

Conversational AI pricing: what enterprise buyers should expect in 2026

Conversational AI pricing in 2026 spans per-minute, per-seat, and usage-based models. Compare cost drivers, hidden fees, and ROI for enterprise buyers.

Tavus Team

May 7, 2026

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Conversational AI ROI: How to build the business case for AI video agents

How to build an ROI model for AI video agents, frame the case for CFOs and CX leads, and identify where video delivers the strongest returns.

Tavus Team

May 7, 2026

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AI, News, and Ethics

AI customer support: when video resolves issues faster than chat

AI customer support with conversational video resolves complex cases text chat deflect. Learn where video AI outperforms text and how to deploy it.

Tavus Team

May 7, 2026

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AI, News, and Ethics

AI interviews: how video agents conduct screening conversations

AI interviews use real-time video agents to conduct structured candidate screening at scale. See how they work, what to evaluate, and the risks.

Tavus Team

May 7, 2026

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AI, News, and Ethics

AI avatars in 2026: a complete guide to types, uses, and platforms

A complete guide to AI avatar types, use cases, and platforms in 2026. Learn how real-time conversational AI Personas compare to pre-rendered avatars.

Tavus Team

May 7, 2026

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Research

Interactive avatars in enterprise: how to build trust at scale

Interactive avatars for enterprise build trust through behavioral realism, precise conversational timing, and closed-loop perceptual AI. Here is how it works.

Tavus Team

May 7, 2026

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Research

AI cold calling: how video agents are changing first impressions

AI cold calling now includes face-to-face video. Learn how video agents handle outbound prospecting, respond in real time, and book more meetings.

Tavus Team

May 7, 2026

view all

Product

Virtual training in 2026: from webinars to AI-led practice sessions

Virtual training has moved past webinars. Learn how AI-led practice sessions give employees real conversations, instant feedback, and 24/7 access to coaching.

Tavus Team

May 7, 2026

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Research

A paired evaluation of Tavus and Anam in real-world conversational interaction

Jesse Rowe

May 6, 2026

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Research

Conversational AI APIs: how to add real-time video to your product

Learn how conversational AI APIs work, what to evaluate, and how to add real-time video and AI agents to your product with Tavus CVI.

Tavus Team

May 6, 2026

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Research

Build vs. buy for conversational video: a decision framework

Build or buy real-time conversational video AI? A framework for product leaders on technical tradeoffs, layer-by-layer guidance, and evaluation criteria.

Tavus Team

May 6, 2026

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Research

AI tutors for workplace training: from content delivery to real conversation

AI tutors are reshaping workplace training, moving employees beyond passive content delivery into real, adaptive conversations. Here's what the shift looks like.

Tavus Team

May 6, 2026

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Research

AI SDR: How AI sales agents handle prospecting and pipeline

AI SDRs automate prospecting, outreach, and lead qualification. See how AI sales agents work and where they fit in the modern sales pipeline.

Tavus Team

May 6, 2026

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Research

Compliance training that actually works: interactive AI video scenarios

Compliance training fails when it's passive. See how AI video scenarios improve retention, change behavior, and satisfy audit requirements.

The Tavus Team

May 6, 2026

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Research

Leadership training with AI: practice difficult conversations before they happen

Leadership training needs practice, not just frameworks. AI video roleplay lets managers rehearse difficult conversations before they happen.

Tavus Team

May 5, 2026

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Product

Training videos that work: why practice beats playback

Passive training videos are forgotten within a week. Discover why active recall and conversational video practice drive real retention and skill transfer.

Tavus Team

May 5, 2026

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Research

Gaussian Splatting From Scratch: Explained Through Code

I built a minimal Gaussian Splatting implementation in pure PyTorch to understand how it actually works. This post goes through that code and explains what each piece does, why it’s there, and how it all fits together.

Karthik Ragunath Ananda Kumar

April 28, 2026

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AI, News, and Ethics

Face-to-face conversational AI use cases | 2026

Conversational AI use cases across industries: where text and voice work, and where face-to-face changes trust, presence, and outcomes.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Key differentiator of conversational AI: why conversational timing changes everything

The Tavus Team

April 17, 2026

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AI, News, and Ethics

AI conversations in 2026: what makes them feel human

Better language models haven't fixed AI conversations. Discover the three behavioral signals that shape whether people feel heard, and how to deliver them.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Intelligent virtual agents: from scripted to sentient-feeling

Trace three generations of intelligent virtual agents, from rule-based scripts to perceptive AI Personas that see, hear, and respond like a person in the conversation

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Conversational AI for finance: building advisor-quality conversations at scale

Text and voice fall short in high-stakes finance conversations. Learn how video AI Personas read nonverbal cues to build trust and retain clients.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Face-to-face conversational AI in insurance: scaling claims and policy conversations without scaling headcount

Learn how face-to-face conversational AI in insurance handles claims, renewals, and coverage conversations at infrastructure cost.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Conversational AI for product adoption: how AI video agents drive feature discovery and activation

Tooltips and tours hit a ceiling. See how conversational AI for product adoption uses face-to-face video agents to drive feature discovery and activation.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Virtual recruiters guide: Deploying AI video agents for always-on candidate screening

Virtual recruiters are deploying AI video agents to screen candidates in real-time conversations around the clock. Learn how to scale hiring without adding headcount.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Latency in conversational AI: a testing guide for sub-second response

Learn how to test and reduce the latency of response in conversational AI across text, voice, and video.

The Tavus Team

April 17, 2026

view all

AI, News, and Ethics

AI Personas: designing personality, voice, and behavior for video agents

AI personas shape how video agents sound, respond, and emote. Learn the five design layers that turn conversational AI into a believable interaction.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Benefits of conversational AI: why video multiplies the impact

The benefits of conversational AI multiply when agents can see, hear, and respond in real time. Eight reasons enterprise teams are making the shift to video.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Agentic AI explained: what happens when your agent has a face

Agentic AI systems can act, but most fail at the conversation. Learn why face-to-face video closes the trust gap and improves completion rates.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Enterprise conversational AI: build vs. buy for AI Personas

Enterprise conversational AI now extends to video. See why AI Personas require a new build-vs-buy decision and how they drive better outcomes.

The Tavus Team

April 17, 2026

view all

AI, News, and Ethics

Multimodal AI agents: why voice + vision outperforms text alone

Learn how a multimodal AI agent processes voice, video, and text together to understand what customers really mean, and why that changes results.

The Tavus Team

April 17, 2026

view all

AI, News, and Ethics

What is an AI agent? Types, architecture, and the role of video

Learn what an AI agent is, explore the key types and architecture, and discover why the perception layer matters most for conversational AI experiences.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Immersive learning with AI video: why presence improves retention

Discover how immersive learning with real-time AI video creates presence, drives active retrieval, and improves training retention across your organization.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

AI learning in 2026: from chatbot tutors to face-to-face AI Personas for teaching

How AI learning evolved from text tutors to face-to-face AI Personas for coaching. Explore what L&D leaders need to know about conversational video in 2026.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

AI training in 2026: from passive content to active conversation

Corporate training fails because content isn't coaching. Learn how real-time conversational video AI scales face-to-face practice to every employee.

The Tavus Team

April 17, 2026

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AI, News, and Ethics

Interactive AI: when the interface talks back

Interactive AI goes beyond chatbots. Learn how real-time, face-to-face AI conversations build trust, drive outcomes, and scale human-quality interactions.

The Tavus Team

April 15, 2026

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AI, News, and Ethics

Voice AI is just the beginning: why video is the endgame

Voice AI handles calls and routing well, but trust and nuance require more. See why video is the natural next step for teams already running voice agents.

The Tavus Team

April 15, 2026

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Virtual humans: the business case for AI video agents that see, hear, act, and respond

AI video agents that see, hear, and respond in real-time conversations. The enterprise business case for virtual humans across healthcare, L&D, insurance, and recruiting.

Jesse Rowe

March 6, 2026

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Research

AI faces: how they're generated, animated, and used

Modern AI faces can hold live conversations and read your expressions. Explore the rendering, turn-taking, and perception models that make it possible. 

Jesse Rowe

March 6, 2026

view all

Research

Face-to-face conversational AI vs. chatbot: understanding the full spectrum

The face-to-face conversational AI vs. chatbot comparison comes down to capability tiers. A guide to types, examples, and when to move from text to video.

Jesse Rowe

March 6, 2026

view all

Research

Customer service training: AI video agents for realistic practice

Discover how AI video agents transform customer service training with realistic practice. Learn implementation strategies, benefits, and real-world applications.

Jesse Rowe

March 4, 2026

view all

Research

Conversational AI for healthcare: Building HIPAA-compliant patient video conversations

Conversational AI for healthcare is evolving beyond chatbots. Learn how to build HIPAA-compliant patient video conversations with real-time AI Personas.

Jesse Rowe

March 4, 2026

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Research

Learnings From Random LoRA-Finetuning Experiments On A Guided Music Synthesis Diffusion Model

A hands-on experiment fine-tuning ACE-Step v1.5, an open-source AI music generation model, to fix its garbled lyric problem using LoRA and Attention Sharpness Regularization. What started as a random Friday night side project turned into a deep dive into how a 2-billion-parameter diffusion transformer actually processes text, and what breaks when you try to change it.

Karthik Ragunath Ananda Kumar

March 3, 2026

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Research

Phoenix-4: Real-Time Human Rendering with Emotional Intelligence

Phoenix-4 is the first real-time model to generate and control emotional states, active listening behavior, and continuous facial motion as a single, unified system. It is a real-time behavior generation engine, built from the ground up, that goes beyond photorealism to transform conversation data into emotionally responsive, context-aware facial expression and head motion with millisecond-level latency.

Eloi Du Bois

February 18, 2026

view all

Research

Raven-1: Bringing Emotional Intelligence to Artificial Intelligence

Introducing Raven-1. A multimodal perception system that captures not just what users say, but how they say it, how they look when they say it, and what that combination actually means. It interprets tone, expression, hesitation, and context in real time, enabling AI that can truly understand intent rather than simply respond to words.

Mert Gerdan

February 10, 2026

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Product

Tavus flight log: 2/6 + welcome :)

We’re building a lot and shipping faster than ever, and with that, I’m going to start writing a weekly update each Friday for a small group of our early adopters and power builders. My goal is to give a raw view into what we’re doing over here as we build together to bring human computing to life.

Quinn Favret

February 6, 2026

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Research

Sparrow-1: Human-Level Conversational Timing in Real-Time Voice

Sparrow-1 is a specialized, multilingual audio model for real-time conversational flow and floor transfer. It predicts when a system should listen, wait, or speak, enabling response timing that mirrors human conversation rather than simply responding as fast as possible.

Brian Johnson

January 13, 2026

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Product

Santa is real. And he’s back as a PAL

Last year, millions of people talked to AI Santa through Tavus. That is why we can say this with confidence: Santa is real. And now he is back.

Alex Behrens

November 25, 2025

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Research

From random noise to real images: Understanding loss-function formulation

From theory to code: how diffusion and flow matching models turn Gaussian probability paths into vector fields, training targets and practical loss functions.

Karthik Ragunath Ananda Kumar

November 18, 2025

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Product

How Tavus brings human computing to life

Discover how Tavus human computing transforms AI into lifelike, engaging conversations that boost retention and speed—experience the future of interaction today.

Jack Virag

November 4, 2025

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AI, News, and Ethics

Using Tavus to your unfair advantage: AI workplace consultant

A practical guide to using Tavus to build a hyper-contextual AI workplace consultant that helps you make better decisions, get promoted, and stay sane.

Jack Virag

November 1, 2025

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Spotlight

Work Trial AI is fixing the broken job market

Work Trial AI is redefining hiring by replacing outdated interviews with real-world, AI-powered work trials. Built by Final Round AI, it helps candidates showcase skills authentically and lets companies see how people actually work.

Jack Virag

October 29, 2025

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AI, News, and Ethics

The targets you can’t see

Learn how good intentions turn into empty metrics and what it takes to stay true to your goals. This post breaks down the steps teams take away from truth and how to bring real meaning back to your strategy.

Jack Virag

October 22, 2025

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Product

How to build an AI recruiter that gives every applicant a fair shot

AI recruiters let every applicant in your ATS speak, gather richer insights through lifelike video interviews, and deliver structured reports that streamline hiring.

Mert Gerdan

October 3, 2025

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Research

From random noise to real images: Understanding diffusion and flow matching

A clear intro to diffusion and flow-matching: data distributions, ODE vs SDE, and the path from Gaussian noise to realistic images/videos powering SOTA models.

Karthik Ragunath Ananda Kumar

September 22, 2025

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AI, News, and Ethics

Tech meets the environment: How Brian Johnson is tackling trash

How Brian Johnson, Tavus technologist, built a drone and AI-powered system to detect and report illegal trash dumping. With 700+ flights, 100k images, and 6k+ sites reported, his project uses tech to deliver environmental impact.

Jack Virag

September 9, 2025

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AI, News, and Ethics

What is a prompt injection attack?

Prompt injection is the new social engineering for AI—tricking models into ignoring safeguards, leaking data, or running harmful actions. Learn how attacks work, why OWASP ranks them the top AI risk, and what companies like Anthropic are doing to defend against them.

Mert Gerdan

September 8, 2025

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AI, News, and Ethics

How AI is affecting the job market

About 40% of jobs are exposed, adoption is rising fast, and AI skills carry a 56% wage premium. Here’s what the data shows and what to do in the next 90 days.

Jack Virag

September 3, 2025

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Product

Four quickstart use cases for Tavus

Discover four quickstart use cases with Tavus—including sales, onboarding, recruiting, and healthcare—that you can ship quickly and start seeing results.

Jack Virag

August 29, 2025

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Product

Introducing Persona Builder: AI personas that feel uniquely yours

See how the Tavus Persona Builder empowers you to design custom AI humans with unique personalities, voices, and expertise tailored to your audience.

Alex Behrens

August 27, 2025

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Product

Introducing Knowledge Base: AI personas that know their stuff

Explore how Tavus’s Knowledge Base equips AI humans with your company’s information so every conversation is accurate, consistent, and on brand.

Alex Behrens

August 26, 2025

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Spotlight

How iAsk brings AI tutors to students across the globe

Discover how iAsk uses Tavus Conversational Video Interface to power on-demand AI tutors for 22,000+ students each month—delivering fast, reliable answers that Gen Z trusts.

Jack Virag

August 26, 2025

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Product

Introducing Objectives & Guardrails: AI personas that stay on track

Learn how Objectives & Guardrails in Tavus keep AI humans on track, delivering conversations that are reliable, brand-safe, and aligned with your goals.

Alex Behrens

August 25, 2025

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Product

Introducing Memories: AI that actually remembers

Discover how Tavus Memories lets your personas retain context across conversations, creating natural, continuous interactions that feel genuinely human.

Mert Gerdan

August 24, 2025

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Product

Tavus brings human computing to Ai4

At Ai4, Tavus drew nonstop traffic, introduced thousands to human computing, and proved AI Personas are the category-defining future of enterprise AI.

Raffaela Kenny-Cincotta

August 20, 2025

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Spotlight

Why I joined Tavus as the Head of Growth Marketing

In June, I joined Tavus as the Head of Growth Marketing. Tavus's future is going to be monumental—here's why I'm excited and humbled to be a part of it.

Jesse Rowe

August 6, 2025

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Spotlight

How Final Round AI scales realistic mock interviews with Tavus CVI

How Final Round AI uses Tavus CVI to deliver lifelike mock interviews at scale, helping 100,000+ users land jobs faster with real-time AI.

Raffaela Kenny-Cincotta

July 21, 2025

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Product

How to build a conversational video AI with a transparent background

Learn how to build a real-time conversational video AI with a transparent background using Tavus CVI, WebGL, and Daily WebRTC. Perfect for overlays, product demos, and coaching apps—deployable in minutes.

Jack Virag

July 18, 2025

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Product

Conversational video AI cost comparison

When you’re evaluating tech as new as conversational video AI, pricing isn’t just a line item—it shapes how you experiment, scale, and ultimately succeed.

Alex Behrens

July 14, 2025

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AI, News, and Ethics

Smarter, faster, fairer: How AI is reshaping the future of recruiting

A recent global survey from Korn Ferry found that 67 % of talent acquisition professionals see increased AI usage as one of the top trends for 2025.

Jack Virag

July 10, 2025

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AI, News, and Ethics

How creating Sparrow made me a better conversationalist

Building Sparrow taught me that timing is everything. Here's how AI turn-taking made me a better engineer—and a better conversationalist.

Brian Johnson

July 10, 2025

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Research

Understanding intuition behind multi-turn LLMs through the prism of search

Discover the latest research in how LLMs use reinforcement learning to search, reason, and refine answers across multiple turns—boosting accuracy and enabling active problem-solving.

Karthik Ragunath Ananda Kumar

July 8, 2025

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Product

How to build a chatbot using conversational video AI in React

Building a video AI chatbot is more than just hooking up a webcam. It’s about orchestrating a set of sophisticated systems to deliver smooth, natural conversations.

Jack Virag

July 1, 2025

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Spotlight

How to deploy a Tavus bot as an internal sales/BDR coach

Step-by-step instructions on how to deploy a Tavus AI coach to scale personalized video feedback for sales reps. Automate training, improve pitches, and boost conversions—powered by your data.

The Tavus Team

June 10, 2025

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Developer

The (Tavus) Hackathon Cookbook

So you want to build a Conversational Video Interface? You’re in good company, startups like Mercor and Delphi and fortune 500s alike are leveraging Tavus APIs to build the future of AI interaction.

Alex Behrens

May 28, 2025

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Research

Hummingbird-0: Advancing Zero-Shot Lip Synchronization in AI-Generated Video

We made an unexpected discovery while developing our premium conversational AI technology. Components of our advanced video pipeline could be isolated and explicitly optimized for lip synchronization, with remarkable results. This serendipitous research byproduct evolved into Hummingbird, a specialized zero-shot lip-sync model that achieves state-of-the-art performance compared to other leading solutions.

Yevhenii Petrenko

April 24, 2025

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Research

Sparrow-0: Advancing Conversational Responsiveness in Video Agents with Transformer-Based Turn-Taking

In this paper, we dive into the development and research behind Sparrow-0, exploring the innovative transformer-based approach for turn-taking and its integration alongside Raven and Phoenix models within our Conversational Video Interface (CVI), an end-to-end operating system designed for building responsive video agents.

Brian Johnson

April 2, 2025

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Product

Introducing the evolution of Conversational Video Interface – now with Emotional Intelligence

Introducing our new family of state-of-the-art AI models: Phoenix-3, Raven-0, and Sparrow-0. Together they bring Conversational Video Interfaces (CVI) to the next level, and power Charlie, our new demo persona.

Julia Szatar

March 6, 2025

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Product

Introducing AI Santa: The Magic of Christmas, Powered by Tavus

What if Santa could talk to everyone all at once? Now He Can! We are thrilled to announce AI Santa by Tavus, the world’s first fully AI-powered replica of the man in the red suit.

Alex Behrens

December 10, 2024

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Developer

11+ Best Text to Speech APIs [2024]

Unlock the power of speech with our top picks for the best Text-to-Speech APIs of 2024! Find the perfect voice solution for your app today.

Julia Szatar

December 5, 2024

view all

Developer

Open-Sourcing AI Innovation: Building Real-Time AI Interactions with Pipecat and Tavus

Pipecat + Tavus empowers developers to build modular, real-time conversational AI systems with low latency, vendor neutrality, and support for 40+ LLMs, STT, and TTS services.

Mert Gerdan

November 20, 2024

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Product

VEED Leaps Ahead in AI Avatar Development by Leveraging Tavus APIs

Julia Szatar

November 18, 2024

view all

Developer

What is an AI Tool? How Artificial Intelligence Tools Work [2025 Guide]

Discover the power of AI tools and understand how they revolutionize tasks with our comprehensive 2025 guide to artificial intelligence tools.

Julia Szatar

November 10, 2024

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Developer

What Makes Conversational AI Human Like?

The Tavus team leveraged multiple techniques to get life-like conversational interface with an AI. In particular, streaming, parallelism, resource management, and memory management. This combination helped reduce a long utterance to utterance time down to under a second.

Brian Johnson

September 27, 2024

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Product

Tavus is SOC 2 Certified

Quinn Favret

September 11, 2024

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Product

Build a Custom Personality for Real Time Video AI

Customize your conversational AI's personality using a custom persona with system prompts, context, and your own LLM.

Yujian Tang

August 26, 2024

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Product

Build Your First Real Time Conversational Digital Twin in Five Minutes

A tutorial on how you can build a conversational AI in just a few minutes with details of what each of the parameters do.

Yujian Tang

August 19, 2024

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Product

Introducing: The world's fastest Conversational Video Interface for developers

Humanize digital interactions with real-time interactive digital twins that can speak, see, and hear.

Julia Szatar

August 15, 2024

view all

Developer

How to Make AI Videos (Step-by-Step Guide for 2024)

Deploy AI video creation into your apps in 2025! Follow our easy step-by-step guide to integrate and produce stunning AI-generated videos that captivate audiences.

Julia Szatar

July 24, 2024

view all

Developer

18+ Best AI Marketing Tools & Software [2024]

Discover the top AI marketing tools for 2024! Boost your campaign efficiency, drive sales, and outperform your competition today.

Julia Szatar

July 24, 2024

view all

Research

Phoenix-2: Advanced Techniques in Talking Head Generation — 3D Gaussian Splatting

This paper will cover the past, present and future of the talking-head generation research field. Specifically, we will dive deep into the trending 3D scene representations (NeRF -> 3DGS) and the benefits of employing 3DGS in avatar applications.

Christian Safka

July 24, 2024

view all

Product

How to do Text to Video for AI Replicas

An introduction to how to make an AI video with Tavus' video API.

Yujian Tang

July 8, 2024

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