Data Licensing
Data for grounding and training AI
Beyond our visibility platform, DemandSphere maintains a large, structured dataset spanning search and AI search, built over fifteen years. We license it to AI developers and labs - frontier and vertical - for grounding and model training, under a separate data license.
The same data assets that power our visibility platform are a data source in their own right. Over fifteen years we have built large, structured datasets at scale, now spanning both search and AI search. It is exactly the kind of current, structured, real-world data that grounding systems and model training need.
We license it separately from our product subscriptions, so AI teams can ground and train on it without building the collection layer themselves.
Ground and train on real search and AI-search data
Grounding and retrieval
Feed current, structured search and AI-search data into retrieval and grounding pipelines so models work from live reality, not stale training data.
Training and fine-tuning
Use structured search and AI-search data as a training or fine-tuning source for frontier general-purpose models and for vertical or enterprise models.
Evaluation and benchmarking
Measure how models retrieve and answer against real-world search data over time, with the historical depth to track drift.
Structured, current, and deep
Coverage, formats, cadence, and delivery are scoped to each license.
Search data
Structured results and features across the search landscape and key markets
AI-search data
Structured coverage of the AI-search landscape over time
Entities and mentions
Brand, product, and entity mentions extracted and structured
Historical depth
Long-run time series to train on change, not just a snapshot
A separate license from standard subscriptions
Standard DemandSphere subscriptions license the platform and its data for your organization's own internal marketing and product-management use. They do not permit training, fine-tuning, grounding, or otherwise building AI or machine learning models with our data.
Using DemandSphere data for AI grounding or training is offered under a separate written data license with its own fee structure. See our Terms for the details, and talk to us to scope a license.
Talk to our data team
Tell us about your grounding or training pipeline and we will scope a data license to fit.