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MicrosoftOpenAI

Azure Realtime vs GPT Realtime 2.1

GPT Realtime 2.1 is ahead on reliability, success rate, agent responses, data accuracy, stalled calls and interruption, and Azure Realtime on response time and cost.

Last updated Methodology by Dileep Chagam

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Success rate by suite

Higher is better
Appointments59 scenariosMedicare23 scenarios
  • GPT Realtime 2.1OpenAI
    92%
    81%
  • Azure RealtimeMicrosoft
    91%
    67%
Each model's share of calls that passed every check, on each suite.
Verdict

Which to pick

Pick Azure Realtime for fast replies (0.28s sooner) and lower cost ($0.006 cheaper). Pick GPT Realtime 2.1 for reliability across repeated calls (8.5 points higher), calls that pass every check (4.9 points higher), getting the agent's replies right (0.4 points higher), saving the caller's data correctly (5.9 points higher), fewer stalled calls (0.8 points lower) and handling interruptions (0.01 higher).

Every metric, side by side

Reliability

Scenarios that passed on all three runs.

Azure Realtime
70.7%3rd
GPT Realtime 2.1
79.3%1st

GPT Realtime 2.1, 8.5 points higher

Success rate

Calls that passed every check.

Azure Realtime
84.1%2nd
GPT Realtime 2.1
89.0%1st

GPT Realtime 2.1, 4.9 points higher

Agent responses

Calls where the agent's replies reached the expected outcome.

Azure Realtime
98.8%3rd
GPT Realtime 2.1
99.2%2nd

GPT Realtime 2.1, 0.4 points higher

Data accuracy

Calls where everything the agent saved matched exactly.

Azure Realtime
86.1%3rd
GPT Realtime 2.1
92.0%1st

GPT Realtime 2.1, 5.9 points higher

Stalled calls

Calls where the agent went silent for 10 seconds or more.

Azure Realtime
4.1%7th
GPT Realtime 2.1
3.3%5th

GPT Realtime 2.1, 0.8 points lower

Interruption

How well it handled being talked over, 0 to 5.

Azure Realtime
4.966th
GPT Realtime 2.1
4.984th

GPT Realtime 2.1, 0.01 higher

Response time

Median time to start replying after the caller finishes.

Azure Realtime
1.66s3rd
GPT Realtime 2.1
1.94s5th

Azure Realtime, 0.28s sooner

Cost / min

One minute of call at the vendor's published rates.

Azure Realtime
$0.0804th
GPT Realtime 2.1
$0.0856th

Azure Realtime, $0.006 cheaper

The small figure is the place among ranked models. The cascade is not ranked.

Azure Realtime answers first

Azure Realtime 1.66s, GPT Realtime 2.1 1.94s at the median.

Response time, median to p90

Lower is betterMedianTo p90
Medianp90
  • Azure RealtimeMicrosoft
    Azure Realtime: median 1.66s, p90 2.22s
    1.66s2.22s
  • GPT Realtime 2.1OpenAI
    GPT Realtime 2.1: median 1.94s, p90 2.46s
    1.94s2.46s
1.5s2.5s
Seconds from the caller finishing to the agent starting to reply, per model.

What we saw on the calls

Azure Realtime

  • Handles a caller correcting themselves better than any other model.
All 4 notes on Azure Realtime
Model
azure-realtime
Setting
No reasoning setting
Voice
ava
Turn taking
Service turn detection
Audio
24 kHz
Cost
Each call's metered tokens at Voice Live's Pro rates, read from Azure's price list on 7 Oct 2026. Excludes caller transcription, which Azure bills separately as speech input.

GPT Realtime 2.1

  • Almost never fails, and rarely twice in a row.
All 4 notes on GPT Realtime 2.1
Model
gpt-realtime-2.1
Setting
Reasoning high
Voice
marin
Turn taking
Service turn detection
Audio
24 kHz
Cost
Excludes caller transcription, which the service does not meter per call.

Frequently asked questions

Is Azure Realtime or GPT Realtime 2.1 more reliable?

GPT Realtime 2.1 is more reliable, by 8.5 points. Azure Realtime passed 58 of 82 scenarios on all three runs, and GPT Realtime 2.1 passed 65. A scenario only counts when every run of it passed.

Which should I pick, Azure Realtime or GPT Realtime 2.1?

For a phone agent, GPT Realtime 2.1, since it gets more scenarios right on every run. GPT Realtime 2.1 is ahead on reliability, success rate, agent responses, data accuracy, stalled calls and interruption, and Azure Realtime on response time and cost.

Which saves caller data more accurately, Azure Realtime or GPT Realtime 2.1?

GPT Realtime 2.1, by 5.9 points. Azure Realtime saved everything exactly right on 86.1% of the calls that save data, and GPT Realtime 2.1 on 92.0%. On Appointments, 94.2% against 95.9%. On Medicare, 65.2% against 81.8%. A call counts only when nothing is missing, wrong, extra or saved twice.

Is Azure Realtime faster than GPT Realtime 2.1?

Yes. Azure Realtime starts replying 0.28s sooner at the median. Azure Realtime takes 1.66s at the median and 2.22s at p90; GPT Realtime 2.1 takes 1.94s and 2.46s. Both are measured on the call audio, from the caller finishing to the agent starting to reply.

Which handles interruptions better, Azure Realtime or GPT Realtime 2.1?

GPT Realtime 2.1, by 0.01 on a 0 to 5 scale. Azure Realtime scores 4.96 and GPT Realtime 2.1 4.98 for how well the agent handled being talked over.

Which goes silent on callers less often, Azure Realtime or GPT Realtime 2.1?

GPT Realtime 2.1, by 0.8 points. The agent went silent for 10 seconds or more on 4.1% of Azure Realtime calls and 3.3% of GPT Realtime 2.1 calls.

Which is cheaper, Azure Realtime or GPT Realtime 2.1?

Azure Realtime is $0.006 cheaper a minute. Azure Realtime costs $0.080 a minute of call and GPT Realtime 2.1 $0.085, at each vendor's published rates.

Where does the Azure Realtime vs GPT Realtime 2.1 data come from?

Cekura ran both as the whole agent in the same open-source Pipecat pipeline, with the same prompt, tools and connection. A simulated caller worked through all 82 scenarios on live calls, three times each, 2,952 calls across the benchmark. A call passes only when the agent said the right things and saved the right data.