The data behind the next generation of task-specific Artificial Intelligence
AI developers building specialised models increasingly need data that cannot be found in standard catalogues. Pangeanic works with organisations that hold distinctive, domain-specific and difficult-to-source datasets that can address these requirements.
We are actively looking for datasets with the characteristics that demanding AI projects need - and where there is a fit, Pangeanic can evaluate the opportunity for direct acquisition or licensing.
The most useful AI data is not always the most obvious
AI development increasingly depends on data with specific characteristics: a particular language, domain, geography, speaker profile, modality, annotation layer or provenance.
Some of the most interesting datasets are therefore not necessarily the largest. They may sit inside a specialist archive, a professional community, a research organisation, a media library, an industry collection or an organisation that has never considered itself a “data company”.
Pangeanic helps bring these kinds of datasets into view.
If you already have the data, we can help assess where it may fit, what information is needed to qualify it and whether there may be a relevant commercial opportunity.
Distinctive data attracts attention
We are interested in datasets that offer something difficult to reproduce or source through conventional channels.
Specialist & domain-specific
Data connected to specialised professions, industries, disciplines, activities or knowledge areas.
Multilingual & regional
Language data with meaningful geographic, dialectal, cultural or demographic coverage.
Proprietary archives
Existing collections, archives, recordings, documents or repositories that can potentially be licensed for AI-related uses.
Human-generated data
Real-world interactions, egocentric, speech, conversations, interviews, professional activity and other naturally occurring human data.
Expert & specialist content
Data created by, with or for people possessing particular expertise, skills or professional knowledge.
Richly annotated datasets
Datasets containing transcripts, metadata, classifications, labels, taxonomies, evaluations or other valuable annotation layers.
Already have the data? Start now.
Your dataset may already be fully collected and packaged, stored as an internal archive, used previously for research or commercial purposes, available under an existing licensing model, partially annotated or available in multiple languages or formats.
Even if you are unsure whether your dataset is commercially relevant to AI, it can still be worth introducing it. Pangeanic can also assist in making the data production-ready
Niche can be a strength
We are not looking only for large generic datasets. A smaller dataset can be highly relevant when it contains information that is difficult to obtain elsewhere.
Valuable datasets can exist in unexpected places
We welcome conversations with organisations that may not traditionally think of themselves as data suppliers.
Media & content organisations
Archives, publishers, production companies, broadcasters, podcast networks and specialist content libraries.
Research organisations
Universities, laboratories, research groups and institutions with structured collections or research datasets.
Professional organisations
Associations, networks and communities with access to specialist knowledge or professional interactions.
Technology companies
Companies with proprietary datasets created through products, platforms or specialised operations.
Archives & repositories
Historical, cultural, linguistic, audiovisual or specialist archives with appropriate rights.
Collection specialists
Organisations capable of producing new datasets where an existing collection does not yet meet a particular requirement.
We understand the difference between data and useful AI data
Pangeanic has spent more than two decades working across language technology, multilingual data and AI-related data operations.
Language
Understanding linguistic, regional and multilingual characteristics.
Data quality
Assessing consistency, structure, completeness and usability.
Annotation
Understanding transcripts, metadata, labels and other enrichment layers.
Rights & provenance
Establishing where data comes from and what can legitimately be done with it.
AI requirements
Understanding that different AI applications require very different types of data.
Data operations
Helping turn raw or heterogeneous collections into datasets that can be properly evaluated and delivered.
From discovery to opportunity
A simple way to introduce a dataset without needing to know exactly where it might fit.
Tell us what you have
Share a concise description of the dataset, its subject matter, languages, format, approximate size and current availability.
We understand the dataset
We look at uniqueness, quality, rights, provenance and possible AI applications.
We qualify the opportunity
Where there is potential fit, we may ask for additional information about licensing, metadata, volume, technical specifications and commercial conditions.
We explore the right route
Depending on the dataset and its characteristics, we can discuss potential licensing, preparation, enrichment, collection and other commercial possibilities.
Give us enough to understand the opportunity
You do not need to prepare a lengthy proposal. A clear overview is enough to start the conversation.
What is it?
A short description of the dataset and what it contains.
How much is available?
Approximate number of files, records, hours, documents or other relevant units.
Where does it come from?
The source, collection method and general provenance.
What makes it distinctive?
The specialist subject, language, geography, demographic profile, format or other unusual characteristic.
What metadata exists?
Labels, transcripts, classifications, speaker information, timestamps or other enrichment.
What rights do you control?
Explain the ownership, licensing position, permissions or other relevant rights information.
That is precisely why you can contact us.
You do not need to know exactly which AI company might need your dataset.
You do not need to know the latest model-training requirements.
And you do not need to turn your dataset into a polished commercial product before getting in touch.
If you believe the data is unusual, difficult to reproduce, commercially licensable or potentially valuable for AI, we would like to understand it.
Our role is to help connect the characteristics of specialist datasets with the requirements of sophisticated AI data projects.
From people who have data to people who need it
The AI data ecosystem is increasingly specialised.
Buyers may need very particular combinations of language, domain, modality, geography, expertise, metadata and rights. Meanwhile, valuable datasets can remain hidden simply because their owners are not directly connected to the organisations looking for them.
Pangeanic operates in that space.
We help make specialised data discoverable, understandable and commercially actionable.
Frequently asked questions
Can I submit an existing dataset?
Does the dataset need to be specifically collected for AI?
Does the dataset need to be large?
Do you only work with language datasets?
What if we are still assessing our rights?
Can we submit multiple datasets?
Will submitting a dataset guarantee a commercial opportunity?
Your dataset may be more valuable than you think.
If your organisation holds a distinctive dataset, specialist archive, multilingual collection, proprietary corpus or other hard-to-source data, let us know what you have.
Connect with our experts to identify the right AI applications and commercial opportunities for your dataset.