Custom industrial collection

Warehouse voice data for multilingual speech systems in real operating noise

Collect the short commands, confirmations, numbers, item codes, accents, headsets, and noise conditions that voice-picking and industrial speech systems encounter on the floor.

Example availability: Tell us your language, headset and operating environment. The team will check whether a relevant, permissioned example can be shared, then confirm the available options and timing. If needed, we can scope a small pilot.

Collection specification

Speech
Commands, confirmations, quantities, locations, item codes, corrections, and exception flows
Environment
Machinery, forklifts, conveyors, cold storage, PPE, distance, and Lombard speech
Devices
Target headsets, microphones, push-to-talk, or matched re-recording paths
Coverage
Native and non-native accents, roles, shifts, and language mixes
Delivery
Audio, transcripts, command labels, metadata, and optional held-out stress test
Pricing
Custom, scoped to your conditions

Short operational speech exposes different errors

A one-word location code or quantity has little linguistic context to rescue a recognition error. The data specification therefore needs hard contrasts, spoken numbers, letter sequences, device variation, and the noise conditions that mask consonants.

The first collection can be a small evaluation set used to identify the weakest accents, commands, and environments before a larger training order.

Build the pilot around costly confusions: two similar location codes, a corrected quantity, an unknown item and a request to repeat. Specify the expected command and operational result for each clip. This tests whether an error changes the action rather than only whether a word was recognized.

Keep the evaluation speakers and sessions separate from training. Report results by command, headset and noise condition, and agree how much silence, failed capture or unusable speech can be excluded from the quoted usable hours.

This offer is not the right fit when

  • You are shopping for warehouse management or voice-picking software rather than training data.
  • Clean read speech is representative of your operating floor.
  • You cannot provide a command vocabulary or target device profile.

Check example availability

  1. Your details
  2. Your project
  3. Verify

Three short steps. The team checks whether a permissioned example matches your use and can be shared, then follows up with the available options.

Would rather talk it through first? Request a warehouse project quote

Prepare the brief

Bring a specification your vendors can price consistently

Use the free worksheet to define coverage, rights, delivery fields, held-out rules, and acceptance tests before requesting a collection plan.

Build a dataset specification

Buyer documentation

Specimen data card and provenance structure, evaluation brief template, and acceptance and held-out questions.

Related services

Guides for this decision

Need a scoped collection plan? Send the language, channel, volume, annotation, and timing you know. The quote form opens directly in project-brief mode.