Natural language queries on your tests
Ask questions across your full validation history. Compare builds, find regressions, investigate anomalies. Alloy returns cited answers you can verify.
For Validation Engineers
Automated analysis and reporting for robotics test data
Upload field test data in any format. Get automated reports, regression checks, and root cause analysis, in minutes. Query your entire test history in plain English.
Capabilities
What you can do with Alloy
Find hidden insights in your robot data, without any scripts or messy pipelines.
Automated mission reports
Every upload generates a structured report like error analysis, cross-test comparisons, performance metrics. Share the link directly with stakeholders.
Regression detection
Track performance across software builds and device configurations. Surface regressions automatically instead of discovering them in the field.
Root cause analysis
Investigate failures across your historical data. Alloy correlates signals, identifies patterns, and traces issues to their source.
Searchable test library
Every validation becomes a permanent, indexed record. Find past tests by device, build, date, or condition without digging through file paths.
Any data format
ROS bags, MCAP, custom binary, CSV, Parquet — Alloy ingests robotics data in any format. No conversion scripts.
How it works
Three steps, no setup overhead
step one Upload
Upload from the field
Push data directly from the robot, the lab, or the office. Any format. Customise it as required. Runs automated.
step Two Report generated
Reports generated automatically
Alloy processes uploads and generates analysis within minutes. Share report links with others. Your library of field reports.
step Three query answered
Query in plain English
Ask anything across your test history. Alloy runs the analysis and cites its sources so you can verify every answer.
Results
Measured impact from validation teams using Alloy
“The business justification writes itself.”Validation Manager, Advanced Navigation
read full case study
What it replaces
Stop maintaining your analysis stack
Every validation team builds some version of this stack. Scripts for processing, tools for plotting, wikis for reporting. Alloy handles all three.
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Custom Python scripts
Coordinate transforms, error calculations, chart generation. Handled automatically on every upload.
PlotJuggler / RViz / MATLAB
Single-run tools that require manual setup. Alloy generates visualizations across your full test history.
Confluence / wiki / Excel
Alloy reports are shareable links. Stakeholders explore them directly. No more building wiki pages.
Industries
Works across all industries
If your team runs field tests and validates system performance, Alloy handles the data pipeline from test to insight.
FAQ
What robotics teams ask before they start
What data formats does Alloy support?
ROS bags (.bag, .db3), MCAP, controller logs, Parquet, CSV, JSON and custom binary formats, even when schemas change between firmware versions. No conversion scripts or preprocessing required.
We have 50TB+ of historical test data. Can Alloy handle that?
Yes. Alloy is built for robotics-scale data. Storage is backed by Cloudflare R2 with no egress fees, so you are not penalized for querying your own data. The more data you upload, the more useful the search and analysis becomes.
Is our data secure?
Yes. Alloy is SOC 2 Type II audited, supports HIPAA requirements, and is aligned with NIST SP 800-171. Data is encrypted in transit and at rest, and it is never shared across customers. Sensitive fields can be redacted on the robot, and teams whose data can't leave their environment can run Alloy in their own cloud or on-premise.
How long does it take to get started?
Two ways, and neither is a project for your team. Upload a recording and get your first report in minutes, or give us access to the robot data you already have and our engineers connect it and run Alloy's first investigations on your recent issues. Teams usually get time back from the first week.
How is Alloy different from Foxglove?
Foxglove shows an engineer one recording. Alloy finds out why a robot failed: its agents search logs, telemetry and recordings across your whole fleet and answer with the evidence attached. Many teams keep Foxglove for viewing and run Alloy alongside it.
Does Alloy replace my existing tools?
Alloy replaces the custom scripts, manual charting, and wiki-based reporting that most validation teams maintain. It works alongside your existing infrastructure. You can keep using Grafana, Jira, Slack, or S3. Alloy connects to what you already have.
Can non-technical team members use Alloy?
Yes. Reports are shareable links that anyone can explore. Product managers, leadership, and sales teams can query data in plain English without needing to know Python, MATLAB, or ROS tooling.
Talk to your robot data today.
Upload a ROS bag, MCAP, or CSV. Get your first report in minutes. Free to start.