aidataservices.inAI data collection · India

ML Research Groups · Speech Analytics

Speech Analytics Data for ML Research Groups

Academic and industrial research teams building benchmarks and studying low-resource Indian languages, where documentation and reproducibility matter as much as volume. Mining Indian-language call and meeting audio for intent, compliance and quality signals.

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AI team reviewing dataset dashboards — Speech Analytics Data for ML Research Groups
Buyer
ML Research Groups
Use case
Speech Analytics
Metric
Intent accuracy
01

Where the two meet

Low-resource languages have no usable public data at all That is a speech analytics problem, and it is solved by data shaped like this:

  • Domain-realistic conversation audio
  • Intent, outcome and compliance labels
  • Speaker-separated channels
ML Research Groups · Speech AnalyticsWhat goes wrongWhat they check before signingLow-resource languages have no usable pub…lic data at all…Datasets without documented collection pr…otocols cannot be cited or reproduced…Ethics and consent requirements are stric…ter than commercial norms…Is the collection protocol documented wel…l enough to publish?…Are speaker demographics reported in aggr…egate for dataset cards?…Can the data be released openly, and unde…r what consent terms?…We quote against the right-hand column, not the pitch.
02

Your evaluation criteria

  • Is the collection protocol documented well enough to publish?
  • Are speaker demographics reported in aggregate for dataset cards?
  • Can the data be released openly, and under what consent terms?
Speaker reading a prompt script into a studio microphone — supporting speech analytics data for ml research groups
Speaker reading a prompt script into a studio microphone
03

Metrics

  • Intent accuracy
  • Compliance-event recall
  • Summary factuality
04

Pitfalls

  • Labels defined without listening to real calls first
  • Ignoring dialect coverage in the target market
05

Contract points

  • Open-release-compatible consent
  • Dataset card material provided with delivery
  • Attribution and citation terms

Frequently asked

What does a first engagement look like?

Usually a scoped pilot: one language, an evaluation set plus a first training batch, delivered in three to five weeks, followed by the full programme.

Can you match our existing vendor's schema?

Yes. Working to your schema avoids a conversion pass and keeps deliveries comparable across vendors.

How is provenance documented?

Per-item contributor records and consent mapped to IDs in the manifest.

Send your requirement

Language, volume, metric, deadline.

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