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AI Visibility Scorecard
Wherobots
wherobots.com · computer software
Somewhat visible. AI bots can read Wherobots, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#46,938 of 2,808,083 in Technology for AI visibility
6.8
/10
AEO Score
About Wherobots
from our crawl and measurement
"Planetary-scale geospatial analytics, satellite imagery AI, and spatial compute using SQL and Python." That is how Wherobots of San Francisco, CA introduces itself. Its AI visibility score is 6.8 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a few credibility markers.
Off the page, other sites link to it and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2023.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
6
Forum and community discussion.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.8/10, Wherobots has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Wherobots?
Wherobots is the AI Context Engine for the Physical World. It gives data engineers, data scientists, and AI developers a unified platform for geospatial analytics, satellite imagery analysis, and spatial AI at planetary scale. WherobotsDB handles distributed spatial compute with 300+ spatial functions covering vector and raster data, with native Spark SQL for tabular operations. RasterFlow runs satellite imagery analysis at any scale. The Spatial AI Coding Assistant connects to VS Code and every major AI coding environment. Built by the original creators of Apache Sedona (68M+ downloads), 100%
Does Wherobots work with Databricks, AWS and Apache Iceberg?
Yes. Wherobots connects to your data wherever it lives without requiring migration. For Amazon S3, WherobotsDB reads and writes directly to your own S3 buckets using cross-account IAM roles. For Databricks users, WherobotsDB connects to Unity Catalog and runs geospatial analytics on data already in your lakehouse. For teams using AWS Glue, WherobotsDB connects to AWS Glue Catalog as an Iceberg catalog, letting you manage and query your existing Iceberg tables from Wherobots Spark workloads. Apache Sedona workloads running in AWS Glue, Databricks, or EMR run on WherobotsDB with zero code change
How does Wherobots compare to PostGIS, Google Earth Engine, and Databricks?
PostGIS runs on a single machine and cannot scale horizontally. Teams that outgrow PostGIS face a hard ceiling on geospatial data analysis at scale. WherobotsDB handles planetary-scale distributed geospatial analytics across billions of geometries. Google Earth Engine splits raster and vector into separate systems with separate APIs. WherobotsDB unifies both with 300+ spatial functions covering vector and raster data, with native Spark SQL for tabular operations. Databricks runs spatial joins using H3 approximations that sacrifice geometric precision. WherobotsDB delivers geometrically correct
How do I use Wherobots with VS Code or my favorite agentic coding tool?
The Spatial AI Coding Assistant is available on the Visual Studio Marketplace. Install it there to write and run spatial queries directly from VS Code. For Claude Code, OpenCode, and other agentic development tools, install the Wherobots MCP server. The MCP server gives your AI coding environment direct access to Wherobots, including the ability to design queries against your spatial data estate, understand datasets in S3 and Databricks Unity Catalog, and run those queries on WherobotsDB. Support for additional coding environments is expanding.
Who built Wherobots and what is the connection to Apache Sedona?
Wherobots was founded in June 2022 by Jia Yu and Mo Sarwat, the researchers who created Apache Sedona at Arizona State University. Apache Sedona is the most widely deployed open-source distributed spatial engine in the world, with 68M+ downloads. It runs on Apache Spark and Apache Flink and supports spatial SQL, Python, Java, and Scala. WherobotsDB extends the capabilities of Apache Sedona and is 100% code compatible, meaning any Apache Sedona workload runs on Wherobots with zero code changes. Wherobots adds managed cloud infrastructure, RasterFlow for satellite imagery analysis at any scale,
How do I get started with Wherobots?
Get started with a Professional account with advanced features, or talk to an expert if you have questions about your use case. New Pro subscribers can get a 30-day free trial with $300 in consumption credits.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/wherobots
Cite this score: Engagemii (2026). "AEO Score for Wherobots." Retrieved from https://engagemii.com/aeo/brands/wherobots
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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