The reasoning-led route is worth testing only when a workflow genuinely benefits from deeper live coordination. Use the faster Live model as the baseline and move up only when Extended Thinking improves accepted task completion enough to justify any added latency or token use.
Voice-agent teams now have a latency-led default and a deeper-reasoning option at published API rates, but complete resolved-call cost and quality still require a same-flow test.
Google launch announcement ↗Gemini 3.8 Live Extended Thinking is designed for higher-complexity live conversations that need background reasoning and multi-step tool coordination without a silent pause. HubAI treats it as a workflow purchase rather than a novelty: the relevant question is whether it produces an acceptable result repeatedly, with controls your team can understand and a cost that remains predictable after the trial ends.
Higher-complexity live conversations that need background reasoning and multi-step tool coordination without a silent pause
approved minutes of natural, correctly pronounced audio with documented voice rights
Deeper reasoning can add latency and output-token consumption
Use one approved 60-second script containing names, numbers and difficult pronunciation.
Bring one representative input
Run the same job three times
Measure accepted output and cost
The Developer API pricing page distinguishes the free tier, whose submitted content may be used to improve products, from the paid tier, whose submitted content is not. Verify the contracted Google Cloud or Gemini route, retention, logging, recording consent and administrator controls before using customer conversations or sensitive visual context.
gemini-3.8-live-extended-thinking through the Gemini API and Google AI Studio. The Live API uses stateful WebSockets, supports audio, image and text input, and recommends ephemeral tokens for production client-to-server connections. Consumer, Workspace and enterprise availability varies by route and rollout.
Gemini Live API · Google AI Studio · Function calling · Google Search grounding · WebSocket media stack
Vendor facts and HubAI opinion are separated. Sponsored placement cannot buy a higher score.
One compact record for price, access, data handling, deployment and the test that must pass before adoption.
The Developer API pricing page distinguishes the free tier, whose submitted content may be used to improve products, from the paid tier, whose submitted content is not. Verify the contracted Google Cloud or Gemini route, retention, logging, recording consent and administrator controls before using customer conversations or sensitive visual context.
gemini-3.8-live-extended-thinking through the Gemini API and Google AI Studio. The Live API uses stateful WebSockets, supports audio, image and text input, and recommends ephemeral tokens for production client-to-server connections. Consumer, Workspace and enterprise availability varies by route and rollout.
Gemini Live API · Google AI Studio · Function calling · Google Search grounding · WebSocket media stack
Run a fixed set of representative calls against both Gemini routes and one alternative. Record task completion, interruption recovery, language and accent errors, tool failures, timeout recovery, escalation time and every provider, telephony and infrastructure charge.
HubAI will publish a score only after the same representative tasks have been run against current alternatives. Vendor benchmarks are not treated as an editorial rating.
The subscription price is only the starting point. HubAI evaluates usage limits, failed attempts and the work needed to produce one usable result. Pricing changes frequently, so the structure and verification date matter more than a headline price.
Pricing checked for editorial use on 4 September 2026. Confirm live price, VAT, region, usage rights and cancellation terms with the vendor before purchase.
Model your own usage. HubAI separates subscription cost from retries and human review—without pretending a headline plan price tells the whole story.
Test this job with your own inputs and judge the finished result—not the first draft.
Test this job with your own inputs and judge the finished result—not the first draft.
Test this job with your own inputs and judge the finished result—not the first draft.
Act as a specialist in voice ai. Ask me three questions before creating the first draft. The outcome I need is: [describe outcome].Create two approaches for [task]. Use this audience: [audience]. Respect these constraints: [constraints]. Explain the trade-off between the two approaches.Review this output against accuracy, tone, privacy, cost and usability. List the changes required before a person should approve it.Do not place confidential, personal or rights-restricted material into Gemini 3.8 Live Extended Thinking until your organisation has reviewed its current terms, retention settings and account controls. AI output can be plausible and still wrong; regulated, financial, legal and employment decisions require qualified human review.
This is HubAI's editorial record, not the vendor's product changelog or a live uptime claim.
Use-case routes, relevant comparisons and alternatives connected to the product profile.
Entry price structure, free or trial route and buyer limitations checked for editorial use.
Verdict, best fit, strengths, limitations, prompts and governance questions structured.
Low-latency voice and vision agents where interruption handling, live context and background tool calls matter
GPGPT-Live-1Test pendingNatural real-time voice agents that need interruption handling, long sessions and delegated reasoning or tool use
GOGoogle Lyria 3.5Test pendingAPI-first full-song generation with detailed structure, lyric and timing controls
Scores are editorial signals, not a universal winner. Choose around the exact job and run the same proof test.
| Product | HubAI score | Best for | Price structure | Access | Decision |
|---|---|---|---|---|---|
| Gemini 3.8 Live Extended Thinking CURRENT | Test pending | Higher-complexity live conversations that need background reasoning and multi-step tool coordination without a silent pause | $0.005/min audio input and $0.018/min audio output at the published standard API rate; thinking is included in output pricing and complete workflow cost can be higher | A free Gemini API tier is listed; enterprise access begins in private preview and Workspace or consumer access depends on plan and rollout | Current profile |
| Gemini 3.8 Live | Test pending | Low-latency voice and vision agents where interruption handling, live context and background tool calls matter | $0.005/min audio input and $0.018/min audio output at the published standard API rate; text, image/video, grounding and the surrounding call stack may add cost | A free Gemini API tier is listed; quotas, account eligibility and product-surface availability vary | Compare → |
| GPT-Live-1 | Test pending | Natural real-time voice agents that need interruption handling, long sessions and delegated reasoning or tool use | $0.05 per minute for the front-end voice layer; backend models, tools, telephony and infrastructure are additional | No separate API free trial announced; a time-limited official web demo is available | Compare → |
| Google Lyria 3.5 | Test pending | API-first full-song generation with detailed structure, lyric and timing controls | $0.08 per generated full song; no free API tier | Gemini and Google AI Studio access varies by country and account | Compare → |
Gemini 3.8 Live Extended Thinking is best suited to higher-complexity live conversations that need background reasoning and multi-step tool coordination without a silent pause. HubAI's current verdict is: The reasoning-led route is worth testing only when a workflow genuinely benefits from deeper live coordination. Use the faster Live model as the baseline and move up only when Extended Thinking improves accepted task completion enough to justify any added latency or token use.
A free Gemini API tier is listed; enterprise access begins in private preview and Workspace or consumer access depends on plan and rollout. Check the official product page before buying because allowances, regions and eligibility can change.
$0.005/min audio input and $0.018/min audio output at the published standard API rate; thinking is included in output pricing and complete workflow cost can be higher. The useful comparison is total cost per accepted result, including retries, limits and human correction—not the advertised entry price alone.
Compare products in the same Audio AI shelf against one identical task, acceptance rule and cost window. Focus on approved minutes of natural, correctly pronounced audio with documented voice rights.
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