Overview
Wherobots RasterFlow Introduction
RasterFlow: a planetary-scale inference engine that turns satellite and aerial imagery into structured spatial features, delivered directly to WherobotsDB or downstream systems.
Wherobots RasterFlow Introduction

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Every AI application requires a foundation of context: the data, structure, and semantics that ground model outputs in physical reality. Teams have invested heavily in context infrastructure for text. Vector databases, RAG pipelines, semantic search. Physical-world data has no equivalent layer. Location, imagery, and spatial relationships remain outside the reach of AI context infrastructure. Wherobots is that layer. It provides the spatial context that grounds AI in the physical world, so agents and models can reason about the world with the same fidelity they bring to documents and traditional enterprise data.
Key Capabilities: Spatial AI Coding Assistant: connects AI coding environments to spatial datasets via VS Code and MCP, enabling natural language queries, dataset discovery, and job execution against physical-world data.
Global Hub: a single location for every physical-world asset a team builds: data, notebooks, models, workflows, and recipes.
WherobotsDB: 300+ accelerated and efficient spatial functions covering vector geometry and raster processing, with native Spark SQL support for tabular operations, based on Apache Sedona built by the original creators.
RasterFlow: a planetary scale inference engine that ingests satellite and aerial imagery, builds inference-ready mosaics, runs computer vision models at scale, and delivers structured spatial features directly to WherobotsDB or other applications or infrastructure downstream.
Contact us at info@wherobots.com or learn more at <www.wherobots.com >
Highlights
- The AI Context Engine for the Physical World. WherobotsDB delivers 300+ spatial functions covering vector and raster data, with native Spark SQL for tabular operations. RasterFlow runs planetary-scale computer vision inference on satellite and aerial imagery. Map matching, geostatistics, map tiling, and GeoAI ship out of the box.
- Up to 20x faster, serverless, pay-as-you-go. Wherobots runs spatial workloads up to 20x faster and at a fraction of the cost of any other processing engine at scale. Spin up a notebook or a job in minutes. No cluster management, no capacity planning. Pay only for the resources you use.
- Built by the original creators of Apache Sedona. No lock-in. Wherobots is 100% code compatible with Apache Sedona across all spatial functions. Apache Sedona has surpassed 68 million downloads and grows by over two million every month. Shift back to open source anytime. Your code comes with you.
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Dimension | Description | Cost/unit |
|---|---|---|
Consumption unit | Wherobots consumption unit. See wherobots.com/pricing/ for more information. | $0.01 |
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Software as a Service (SaaS)
SaaS delivers cloud-based software applications directly to customers over the internet. You can access these applications through a subscription model. You will pay recurring monthly usage fees through your AWS bill, while AWS handles deployment and infrastructure management, ensuring scalability, reliability, and seamless integration with other AWS services.
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Vendor support
For help with connecting to your private data, accessing and using the global hub, working with the Spatial AI Tools (MCP, CLI, VSCode and other extensions), or running any spatial queries read our documentation or contact support at support@wherobots.com .
AWS infrastructure support
AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.
Customer reviews
Game changer for geospatial workflows
Wherobots has been instrumental in enabling us to build and execute complex geospatial workloads much faster and more cost-effectively.
In addition to the performance improvement and additional out of the box spatial functions, one of the largest issues we faced with existing solutions was the inability to support large rasters. With WherobotsDB support for loading out-of-database rasters, we're able to extract insights from massive rasters in minutes rather than hours.
Wherobots also provides a great jobs API to automate our workloads - the documentation and product are top-notch and it'll be exciting to watch it develop.
If your team does any distributed geospatial work, I highly recommend giving Wherobots a try.