Fiund / Speech & conversation data

ASR training data

Conversational speech for recognition models.

A clear review process

What to establish for your project.

Define the recognition task

Describe the speech the system will encounter: language, region, speaker variation, channel, recording environment and spontaneous versus read delivery. Separate training, fine-tuning and evaluation requirements so the proposed collection can be checked against the intended role.

Specify transcripts and alignment

State whether transcripts should preserve disfluencies, interrupted words, overlapping speech and non-speech events. Distinguish utterance-level timing from word-level alignment, and agree on the label conventions rather than treating a transcript file as a complete specification.

Review speaker and source groups

Identify repeat speakers, alternate episode edits and related source sessions. Define held-out groups for evaluation and the metadata needed to detect source leakage or near duplicates.

Start with a representative review

Include difficult examples in the proposed sample: accents, quiet turns, overlap, background sound and changing speakers. Discuss source documentation and permitted uses alongside technical acceptance before scoping a larger delivery.

Jaeden Schafer, founder of Fiund
Jaeden Schafer
Founder, Fiund
Your project contact

For research, engineering & procurement teams

A direct conversation.
A well-defined next step.

Speak directly with Jaeden Schafer about the recordings, documentation and preparation your speech-data project needs. Start with the model task and agree on a clear source-review and commercial scope.

Technical requirementsDefine coverage, formats, annotations and acceptance criteria.
Source & permission reviewEstablish the documentation needed for your intended use.
Commercial scopeDiscuss samples, preparation, delivery and project-specific terms.

Business inquiries

Tell us what your
voice model needs.

Work directly with Jaeden Schafer at Fiund to discuss the source material, technical requirements and review your team needs.

A useful first brief

  1. Model task and intended uses
  2. Languages, speakers and conversation types
  3. Hours, recording level and source tracks
  4. Transcripts, labels and review criteria
  5. Project timing and commercial requirements
Prepare a project inquiry ↗