
Generate purpose-built data
Build new text, speech, image or contextual datasets around a defined model or product requirement.
Goloka helps AI teams generate human data, work with relevant language and specialist communities, and evaluate how models perform for the people they are meant to serve.
Language context Human feedbackYou may already know the language, data type or evaluation task you need. Or you may simply know that your model is not performing well enough for the audience you care about. We can start from either point.

Build new text, speech, image or contextual datasets around a defined model or product requirement.

Explore existing language, cultural and field datasets that can inform evaluation or learning requirements.

Test how a model behaves across relevant languages, users, places and real-world contexts.

Create reusable evaluation sets for comparing performance consistently over time.
We turn your model requirements into a structured human-data and evaluation workflow. Your team stays in control of technical definitions through collection, quality assurance and delivery.
Get Started with GolokaShare the model type, language, population, data modality and intended product or performance gap.
We assess whether the relevant speakers, users or specialists can be recruited and what scale is realistic.
We agree the contributor profile, task instructions, qualification process, consent requirements, quality controls and expected output.
Participants are selected for the requirements of the project rather than treated as a generic labour pool.
We manage collection or evaluation workflow and apply the agreed review process before delivery.
The output is delivered with the agreed supporting information and quality controls.
Speech and conversational audio
Text generation and response data
Transcription
Translation
Image, video and field evidence
Multimodal datasets
Real-world observations
Preference and ranking exercises
Human evaluation of model responses
Usability testing
Safety reviews
Language and cultural evaluation
Specialist or domain evaluation
A Hausa data task is not simply English translated into Hausa.
Language changes by region and context. Cultural expectations shape interpretation. Specialist subjects require people who know the field. We design the human side of a data project around that reality.

We recruit for context.
We can combine digital tasks with ground evidence.
We manage the workflow from recruitment through QA.
We understand that rights matter.





We source the people, context and evidence your model needs.
Get startedTell us the language, population, model type or data requirement. We will review the available supply and propose a realistic collection or evaluation approach.
Request Sample Data