Gemini 3.8 Live Extended Thinking

1016

ELO

8th of 12

24.3%

Pass³

9th of 12

2.10s

Latency

6th of 12

ELO Rating vs. Latency P50

Higher wins more head-to-head calls (1000 = average); further left replies faster

Best quadrant
ELO Rating
Median latency (s)

Gemini 3.8 Live Extended Thinking Against Every Other Model

Each model took the same recorded human callers on live calls. Pick a measure to see where Gemini 3.8 Live Extended Thinking ranks.

Rating from head-to-head calls: on every call each pair of models is compared, the better call wins. 1000 is the average model. Higher is better.

#ModelELO Rating
  1. 01Grok Voice 3.01154
  2. 02GPT-Live 1 + GPT-6 Sol1069
  3. 03Gemini 3.1 Flash Live Preview1062
  4. 04GPT Realtime 2.11054
  5. 05Grok Voice Think Fast 2.01030
  6. 06Phonic-11030
  7. 07Azure Realtime1017
  8. 08Gemini 3.8 Live Extended Thinking1016
  9. 09Gemini 3.8 Live968
  10. 10GPT Realtime 2.1 Mini921
  11. 11Deepslate Opal847
  12. 12Amazon Nova 2 Sonic832
  • refCascade955

Where Gemini 3.8 Live Extended Thinking Is Strong and Weak

Pick a skill family. The shape is this model on every skill in it; the dashed line is the median of the other models.

Gemini 3.8 Live Extended ThinkingMedian of the other models
54Hearing Score10th of 12−12 vs median
SkillScore · vs median
  • Multi-Speaker Handling47%+4
  • Emotion Recognition87%+2
  • Degraded-Channel Robustness77%+2
  • Low-Confidence Confirmation15%−5
  • Side-Speech Rejection90%−8
  • Entity Extraction Accuracy18%−20
  • Waiting Through Hold61%−26
  • Prosodic Cue Understanding40%−38

Share of calls where the skill was needed and handled, strongest first. Hover a point on the chart for both values.

Example Calls from Gemini 3.8 Live Extended Thinking

Banking and healthcare callers. Each shows what the caller needed, what made the call hard, and how the model handled it.

First prenatal visit

Healthcare
Upset callerSeveral peopleTalks over the agentSlow system

Finished 4 of 6 steps

Handled well: Overlapping-Speech Recovery, Human Handoff, Redundant Re-prompt Avoidance

Struggled with: Emotion Recognition, Multi-Speaker Handling, Tool-Latency Handling

Listen to the call

Urgent visit for a feverish child

Healthcare
Switches language

Finished 2 of 3 steps

Handled well: TTS Text Normalization, Language Switching

Listen to the call

Reschedule a specialist visit

Healthcare
Bad connectionSeveral peopleTalks over the agent

Finished 6 of 7 steps

Handled well: Multi-Speaker Handling, Overlapping-Speech Recovery, Redundant Re-prompt Avoidance

Struggled with: Degraded-Channel Robustness

Listen to the call

Update insurance details

Healthcare
Bad connectionInterruptsNeeds consentCancels

Finished 6 of 7 steps

Handled well: Degraded-Channel Robustness, Backchannel vs Barge-in Detection, Consent Verification

Listen to the call

Loan payoff quote

Banking
Noisy lineHesitant callerAsks to holdNeeds consent

Finished 3 of 6 steps

Handled well: Mid-Utterance Pause Tolerance, Consent Verification, Redundant Re-prompt Avoidance

Struggled with: Low-Confidence Confirmation, Prosodic Cue Understanding

Listen to the call

Change a mortgage payment date

Banking
Hold musicSeveral peopleInterruptsNeeds consent

Finished the task

Handled well: Waiting Through Hold, Multi-Speaker Handling, Backchannel vs Barge-in Detection

Listen to the call

Business loan documents

Banking
Slow systemAsks to holdNeeds consentAsks for a number

Finished 0 of 3 steps

Handled well: Tool-Latency Handling, Mid-Utterance Pause Tolerance, Redundant Re-prompt Avoidance

Struggled with: Premature-Response Avoidance, Consent Verification, Numeric Read-back

Listen to the call

Request a medical records transfer

Healthcare
Needs consentCancels

Finished 1 of 2 steps

Handled well: Consent Verification, Cancellation Handling, Redundant Re-prompt Avoidance

Listen to the call

Latency at P50, P90 and P95

Gemini 3.8 Live Extended Thinking starts replying in 2.10s on a typical turn and 2.86s on the slowest turn in twenty, 6th fastest of 12 at the median.

ModelP50P90P95
  • Cascade
    2.06s2.49s2.60s
Seconds from the caller finishing to the agent replying. The bar is the typical turn, P50.

How Much Audio Gemini 3.8 Live Extended Thinking Was Tested On

210 live calls: 70 scenarios, each run three times. The median call ran 4:53.

Live calls
210
Scenarios
70
Banking calls
105
Healthcare calls
105
Replies per call
22.2
Median call
4:53

70 scenarios, the same for every model.

Gemini 3.8 Live Extended Thinking FAQ

  • Gemini 3.8 Live Extended Thinking has an ELO rating of 1016, 8th of 12 ranked models. It passed 17 of 70 callers on all three runs, a Pass³ of 24.3%.

  • Gemini 3.8 Live Extended Thinking starts replying 2.10s after the caller finishes at P50, 2.60s at P90 and 2.86s at P95: 6th fastest of 12 at P50, measured on the call audio.

  • Gemini 3.8 Live Extended Thinking falls furthest behind on Corrections and Changes: 40%, against a median of 61%.

  • Gemini 3.8 Live Extended Thinking has a task completion rate of 22.9%, 7th of 12. A call counts only when every step the caller needed was done.

  • There is no verified per-minute rate for Gemini 3.8 Live Extended Thinking, so it is left out of the cost ranking.

  • Cekura ran Gemini 3.8 Live Extended Thinking as the whole agent with the same prompt, tools and phone connection as every other model. It took the same 70 recorded real human callers on live calls, three times each (210 calls), and each call was graded on 25 skills across Hearing, Turn Taking, Task Handling and Speaking.

Test your voice agent the same way.

Cekura runs these simulated calls on your agent and scores every one.