The tell that you are talking to a machine is the pause. Ask a voice agent to look something up and it goes silent, because the model cannot speak and call a tool at the same time. Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking, which Google DeepMind shipped on September 15, are built to remove that pause.
Key takeaways
- Both models execute tool calls in the background while the conversation continues, and auto-detect switches across 97 languages without restarting the session.
- Extended Thinking holds the top spot on Artificial Analysis' Speech to Speech Quality Index at 82.6, with GPT-Live-1 Astra at 81.5 and Grok Voice Think Fast 2.0 at 81.3.
- An hour of input audio costs $0.84 on the standard model and $3.50 on Extended Thinking, against $5.83 for Astra.
What background execution actually buys
Extended Thinking reasons and speaks simultaneously. Instead of the silence, it offers an early verbal cue - something on the order of "let me check that" - then narrates its way through a multi-step job as the steps complete. The heavier model is the one aimed at that kind of work; the standard Gemini 3.8 Live is the cheaper, higher-volume sibling tuned for fluid dialogue and visual grounding.
Visual context is live in both. A user can hold a camera on a screen and ask about what is there, and the model folds that into the running exchange. Function calling happens off to the side, which is the difference between an assistant and the phone tree most AI agents still resemble.
How it compares against Astra and Grok
Against OpenAI's GPT-Live-1 Astra, the margins are thin on quality and wide on completion. Extended Thinking posts 68.6% on the tau-Voice agentic benchmark where Astra manages 67.9%, and on Sierra's tau-Voice-banking evaluation - which asks whether the agent resolves a customer-service request rather than merely sounding competent - it reaches 35.1% against Astra's 32.0%.
xAI's entries trail further back. Grok Voice Think Fast 2.0 scores 56.5% on tau-Voice, and xAI-Realtime manages 16.5% on the banking test. Google reports 97.7% for Extended Thinking on Big Bench Audio, while the standard model takes 76.0 on the speech index and second place in the Speech Agent Arena, a preference-based ranking rather than a scored one.
The price is the argument
Voice deployments are metered by the hour, so the cost table carries more weight than the leaderboard. Reading the Artificial Analysis figures, Grok Voice Think Fast 2.0 bills $4.80 per hour of input audio and Astra $5.83 - both above the $3.50 Google charges for the model that outscores them, and several times the $0.84 standard tier.
Undercutting while winning is a repeat move. The company priced Gemini 3.7 Flash at half its predecessor, and 3.8 Flash landed only two weeks before this release, so the audio line is now on the same cadence as the text one.
Who can use it
Developers reach both models through the Gemini API and Google AI Studio; enterprises get a private preview on Gemini Enterprise. LiveKit, Pipecat, Agora, LangChain and Vercel already surface the Live API, and Salesforce, Genspark and Lumeris are cited as early adopters.
Consumers meet Extended Thinking inside Gemini Live, Search Live and the Workspace apps - Docs, Gmail and Keep - on paid Google AI plans. Every second of generated audio carries a SynthID watermark, Google's audio provenance marker.
What none of this settles is whether the models hold up off-script. Evaluations run to a plan; a support queue does not, and the failure mode for Google DeepMind here is an agent that narrates confidently through a task it never completed. The price advantage buys room to find out in production.
FAQ
Is Gemini 3.8 Live available to developers today?
Yes. Both Gemini 3.8 Live and 3.8 Live Extended Thinking became accessible through the Gemini API and Google AI Studio on September 15, 2026. Enterprise access is a private preview on Gemini Enterprise, with Gemini Enterprise for Customer Experience listed as coming soon.
How much does Gemini 3.8 Live cost compared to GPT-Live-1 Astra?
On a cost-per-hour-of-input-audio basis using the Big Bench Audio subset, Gemini 3.8 Live is $0.84 and Extended Thinking is $3.50. GPT-Live-1 Astra is $5.83 an hour, putting Google's cheaper tier at roughly one-seventh the price.
How many languages do the models handle?
Ninety-seven, with automatic detection when a speaker switches mid-conversation. There is no need to restart the session or declare a language in advance for the change to register.
