AI COLLECTIVE MIND
Any industry. Any data category.
Business, science, language and real-world environments. Explore our sourcing interests, or describe something we have not listed.
14 sourcing categories · examples to assess, not available stock
Commerce
Business & transactional data
Understand how markets work through appropriately authorised business activity, economic indicators and commercial records. A useful source might begin as a spreadsheet, a recurring report or a collection of document structures.
Discuss this categoryCommerce
Retail & e-commerce
Product and retail data can put local markets into context: what is sold, how it is described, where it is available and how prices change. We assess both historical collections and the feasibility of agreed updates.
Discuss this categoryIndustry
Operations & supply chains
Operational data records how goods and services move through real organisations. We explore relevant process histories while preserving commercial confidentiality and separating operational facts from personal tracking.
Discuss this categoryEnvironment
Geospatial & mapping
Geographic context helps connect observations to places. Potential sources range from licensed maps and land-use classifications to imagery and environmental measurements, with coverage and resolution suited to the actual question.
Discuss this categoryEnvironment
Agriculture, food & fisheries
Agricultural data can describe crops, soils, livestock, food systems and the environments around them. Local context, collection methods and seasonal coverage often matter more than a headline row count.
Discuss this categoryEnvironment
Climate, weather & environment
Environmental records connect measurements across time and place. We explore historical observations and potential updates for legitimate research and analytical requirements, with quality and licensing assessed source by source.
Discuss this categoryIndustry
Industry, energy & utilities
Industrial and utility data may describe equipment, manufacturing quality and infrastructure performance. A scoped conversation can establish whether these observations are useful without exposing production secrets or sensitive systems.
Discuss this categoryResearch
Scientific & technical research
Research data can include measurements, experiments, technical corpora and observations from many disciplines. We explore reuse only where the institution, researchers and other rights-holders can establish an appropriate route.
Discuss this categoryLanguage & media
Speech, language & text
Language data can reflect accents, specialist terminology, writing systems and cultural context. We explore licensed existing sources and prospective collection against a buyer’s specific use, with contributor and content rights clearly defined.
Discuss this categoryLanguage & media
Images, video & 3D
Visual and spatial data can describe products, environments, infrastructure and cultural material. We assess content, provenance and permitted uses before discussing any transfer or collection programme.
Discuss this categoryIndustry
Sensors & time series
Measurements over time can connect machines, environments and operational conditions. We explore how the sampling process, units and context affect a source’s usefulness before treating the number of readings as a measure of quality.
Discuss this categoryResearch
AI evaluation & synthetic data
Evaluation datasets can make intended behaviour and known limitations explicit. Synthetic and simulation sources may also be useful when their generation process, rights and fitness for the actual purpose are properly documented.
Discuss this categoryCommerce
Market research & digital systems
Research and digital-system data can help explain products, markets and user needs at an appropriate level of detail. We welcome descriptions of authorised surveys, campaign aggregates, software and technical material.
Discuss this categoryOther
Other, mixed or emerging data
Not every useful collection fits a familiar label. Describe the information in your own words, whether it combines spreadsheets, archives, graphs, documents, media or a format we have not listed.
Discuss this categoryAny industry. Any data category.
Our interests are non-exhaustive. Use “Other” or “Not sure” in the enquiry and tell us what you have. Every offer is assessed for relevance, quality and lawful use.