Panels GTM brain
Panels supplies curated multilingual audio datasets for voice AI labs and startups training and evaluating models.
category
Voice AI training datamarket profile
- text: Voice model teams need both training data and evaluation data representative of speakers, languages and real environments.
- text: Conversational audio data vendors compete on coverage, collection quality and the ability to meet a lab's specifications.
personas
- title: Speech model research leadpains:
- Training data lacks the speaker diversity or acoustic conditions required for the model
- Evaluating turn taking needs representative task-driven conversations
- title: AI data operations leadpains:
- Coordinating contributor collection, transcription and quality assurance consumes engineering time
- Dataset requirements and acceptance criteria change as coverage gaps emerge
icp
- text: Frontier voice labs training foundation models and early-stage startups building voice AI; headcount and budget thresholds are not published.
- text: Teams requiring multilingual speaker-separated audio, scripted recordings or conversational turn-taking evaluation.
message pillars
- text: Supply data to improve voice models.
- text: Support both model training and evaluation.
- text: Tailor the collection to each team.
objections
- objection: Will the data fit our languages, speakers and edge cases?response: Agree on dataset specifications and acceptance criteria, then review samples and checkpoints before scaling.
- objection: Can we trust the data quality and usage rights?response: Review collection provenance, consent and licensing terms alongside the QA process and samples before purchase.
competitors
- name: David AIwhy: Provides conversational audio datasets to voice AI labs.
- name: Defined.aiwhy: Offers multilingual speech datasets through a data marketplace.
keywords
- voice AI training data
- multilingual speech datasets
- speaker separated audio dataset
- conversational audio data
- turn taking evaluation dataset
- custom speech data collection
voice
- technical
- collaborative
- quality focused
signals
- text: A voice AI lab launching a new language or accent needs broader representative speech coverage.
- text: A team developing conversational agents may need turn-taking evaluation and real-world scenarios.
pricing
model: unknown
motion
sales_ledchannels
- website
- X
- founder outreach
confidence
mediumFounders
- name: Aaron Wenktitle: Founder/CEOrole: CEObio: CEO @ Panels. Princeton ORFE. World Champion Rower. 2x National Champion Cyclist.