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MicrosoftDeepslate

Azure Realtime vs Deepslate Opal

Azure Realtime is ahead of Deepslate Opal on reliability, success rate, agent responses, data accuracy, stalled calls, response time and cost. The two tie on interruption.

Last updated Methodology by Dileep Chagam

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Success rate by suite

Higher is better
Appointments59 scenariosMedicare23 scenarios
  • Azure RealtimeMicrosoft
    91%
    67%
  • Deepslate OpalDeepslate
    84%
    35%
Each model's share of calls that passed every check, on each suite.
Verdict

Which to pick

Azure Realtime is the better pick over Deepslate Opal on every measure that separates them: reliability across repeated calls (13.4 points higher), calls that pass every check (14.2 points higher), getting the agent's replies right (2.8 points higher), saving the caller's data correctly (13.5 points higher), fewer stalled calls (1.2 points lower), fast replies (0.62s sooner) and lower cost ($0.032 cheaper). They are level on handling interruptions.

Every metric, side by side

Reliability

Scenarios that passed on all three runs.

Azure Realtime
70.7%3rd
Deepslate Opal
57.3%7th

Azure Realtime, 13.4 points higher

Success rate

Calls that passed every check.

Azure Realtime
84.1%2nd
Deepslate Opal
69.9%8th

Azure Realtime, 14.2 points higher

Agent responses

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

Azure Realtime
98.8%3rd
Deepslate Opal
95.9%6th

Azure Realtime, 2.8 points higher

Data accuracy

Calls where everything the agent saved matched exactly.

Azure Realtime
86.1%3rd
Deepslate Opal
72.6%8th

Azure Realtime, 13.5 points higher

Stalled calls

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

Azure Realtime
4.1%7th
Deepslate Opal
5.3%9th

Azure Realtime, 1.2 points lower

Interruption

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

Azure Realtime
4.966th
Deepslate Opal
4.967th

Level

Response time

Median time to start replying after the caller finishes.

Azure Realtime
1.66s3rd
Deepslate Opal
2.27s10th

Azure Realtime, 0.62s sooner

Cost / min

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

Azure Realtime
$0.0804th
Deepslate Opal
$0.1127th

Azure Realtime, $0.032 cheaper

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

Azure Realtime answers first

Azure Realtime 1.66s, Deepslate Opal 2.27s 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
  • Deepslate OpalDeepslate
    Deepslate Opal: median 2.27s, p90 2.83s
    2.27s2.83s
2.0s3.0s
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.

Deepslate Opal

  • Every interrupted call and every call with several requests passed.
All 3 notes on Deepslate Opal
Model
opal
Setting
No reasoning setting
Voice
ElevenLabs 21m00Tcm4TlvDq8ikWAM
Turn taking
Service turn detection
Audio
16 kHz
Cost
The vendor's regular rate of €0.10 a minute, at the ECB rate of 5 Oct 2026, applied to each call's length; its launch offer is €0.02. Excludes the ElevenLabs voice, billed on the customer's own ElevenLabs key.

Frequently asked questions

Is Azure Realtime or Deepslate Opal more reliable?

Azure Realtime is more reliable, by 13.4 points. Azure Realtime passed 58 of 82 scenarios on all three runs, and Deepslate Opal passed 47. A scenario only counts when every run of it passed.

Which should I pick, Azure Realtime or Deepslate Opal?

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

Which saves caller data more accurately, Azure Realtime or Deepslate Opal?

Azure Realtime, by 13.5 points. Azure Realtime saved everything exactly right on 86.1% of the calls that save data, and Deepslate Opal on 72.6%. On Appointments, 94.2% against 85.4%. On Medicare, 65.2% against 39.4%. A call counts only when nothing is missing, wrong, extra or saved twice.

Is Azure Realtime faster than Deepslate Opal?

Yes. Azure Realtime starts replying 0.62s sooner at the median. Azure Realtime takes 1.66s at the median and 2.22s at p90; Deepslate Opal takes 2.27s and 2.83s. Both are measured on the call audio, from the caller finishing to the agent starting to reply.

Which handles interruptions better, Azure Realtime or Deepslate Opal?

They score the same. Azure Realtime scores 4.96 and Deepslate Opal 4.96 for how well the agent handled being talked over.

Which goes silent on callers less often, Azure Realtime or Deepslate Opal?

Azure Realtime, by 1.2 points. The agent went silent for 10 seconds or more on 4.1% of Azure Realtime calls and 5.3% of Deepslate Opal calls.

Which is cheaper, Azure Realtime or Deepslate Opal?

Azure Realtime is $0.032 cheaper a minute. Azure Realtime costs $0.080 a minute of call and Deepslate Opal $0.112, at each vendor's published rates.

Where does the Azure Realtime vs Deepslate Opal 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.