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Head-to-head · Voice Analysis Software

Behavioral Signals API vs openSMILE

  • Updated Sep 2026
  • Both researched from official sources
  • 3 checks side by side
Higher score Behavioral Signals API #1 in Voice Analysis Software 6.5/10 Free plan Free plan✓ 2 of 3 features Visit Behavioral API
openSMILE #7 in Voice Analysis Software —/10 Free plan Free plan✓ 0 of 3 features Visit audEERING

Behavioral Signals API leads on 2 checks, openSMILE on 0, and 1 is even. Who comes out ahead on the 3 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreBehavioral Signals API · 6.5/10
  • Free planboth
  • Most featuresBehavioral Signals API · 2 of 3

Our editors rank Behavioral Signals API at #1 and openSMILE at #7 for voice analysis software; openSMILE has no rubric score yet (facts researched, not yet scored), so the checks below decide.

Behavioral Signals API offers real-time analysis; openSMILE doesn't publish it. Behavioral Signals API offers api access; openSMILE doesn't publish it.

Behavioral Signals API is the better fit for teams needing broad real-time voice analytics. openSMILE is the better fit for researchers building audio-analysis workflows.

  • Behavioral Signals API fits best

    Teams needing broad real-time voice analytics

  • openSMILE fits best

    Researchers building audio-analysis workflows

Advertiser disclosure: iTechGuides is reader-supported. We may earn a commission when you click some links. It never changes our verdict. How we rank.

Side by side

Feature Behavioral Signals API 6.5/10 Visit ↗ openSMILE —/10 Visit ↗
At a glance
Editor score 6.5 —
Ranking #1 in Voice Analysis Software #7 in Voice Analysis Software
Best for Teams needing broad real-time voice analytics Researchers building audio-analysis workflows
Pricing model Free plan + paid Free
Starting price Not published Not published
Free plan ✓ ✓
Free trial — —
Features Behavioral Signals API 2/3 · openSMILE 0/3
Real-time analysis ✓ (best) Not published
Speaker separation Not published Not published
API access ✓ (best) Not published
Specs
Analysis focus Not published Behavior
Supported languages Not published Not published
Deployment Not published Not published
Our review
Pros
  • Combines emotion, behavior, interaction metrics, diarization, and ASR
  • Supports both real-time and batch audio processing through an API
  • Includes voice deepfake detection and SDKs for five development languages
  • Extracts audio features from audio signals
  • Open-source and available on a free plan
  • Supports research and development audio-analysis workflows
Cons
  • API- and SDK-centered delivery requires development resources
  • On-premises deployment and tailored models are limited to Custom projects
  • Behavioral and deepfake capabilities are organized across separate plans
  • Not a hosted voice-analysis service
  • Requires developer-led implementation in your environment
  • Does not provide complete voice or conversation assessment
Our verdict

Behavioral Signals API analyzes audio for emotion, behavioral predictions, and interaction metrics in third-party applications. Outputs include emotions such as anger, happiness, sadness, and frustration; speaking rate, tone variety, and…

Read the review →

openSMILE is an open-source software toolkit for analyzing audio signals and extracting audio features. It is aimed at researchers and developers building audio-analysis workflows, including work involving speech, music, and emotion…

Read the review →
  1. Behavioral Signals APIVoice Analysis Software 6.5Free plan
  2. openSMILEVoice Analysis Software —Free plan

Strengths and trade-offs

  • Behavioral Signals API — where it wins

    • Combines emotion, behavior, interaction metrics, diarization, and ASR
    • Supports both real-time and batch audio processing through an API
    • Includes voice deepfake detection and SDKs for five development languages

    Where it doesn't

    • API- and SDK-centered delivery requires development resources
    • On-premises deployment and tailored models are limited to Custom projects
    • Behavioral and deepfake capabilities are organized across separate plans
  • openSMILE — where it wins

    • Extracts audio features from audio signals
    • Open-source and available on a free plan
    • Supports research and development audio-analysis workflows

    Where it doesn't

    • Not a hosted voice-analysis service
    • Requires developer-led implementation in your environment
    • Does not provide complete voice or conversation assessment

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026