Compare
How Alloy compares
Honest side-by-side guides, including when the other tool is the better choice.
Robotics data platforms
You already record and visualise robot data. Here is where Alloy fits next to your stack.
Foxglove
Turn field questions into answers your team can use.
→Read the comparison5 jobs comparedAlloy is the better fit
Your priority is getting from a field question to a reusable answer that support, validation, and engineering can work from.
Foxglove is the better fit
Your priority is a customizable environment for live debugging, detailed visual inspection, and organizing recordings across your fleet.
Roboto
Give your engineers room to build.
→Read the comparison5 jobs comparedAlloy is the better fit
You want support, validation, and engineering to answer more field questions without routing every investigation through the same specialists.
Roboto is the better fit
Your priority is an integrated workflow for automated log analysis, custom processing, and curating robotics datasets.
AI assistants and coding agents
You already use a general AI tool. Here is what changes with one built for robot data.
ChatGPT
Turn robot data into a repeatable engineering workflow.
→Read the comparison6 jobs comparedAlloy is the better fit
Robot investigation is recurring team work, from field support to validation.
ChatGPT is the better fit
You want a flexible assistant across many kinds of work, including analysis of data you upload or connect.
Cursor
Investigate in Alloy. Hand engineering the evidence. Fix in Cursor. Check the next missions in Alloy.
→Read the comparison7 jobs comparedAlloy is the better fit
Teams whose engineers are being pulled into first-line evidence gathering, whose handovers arrive without enough context, or who need to repeat the same investigation after every release.
Cursor is the better fit
Teams whose work centers on changing software and who already have the data and tools needed to investigate it.
Codex
A purpose-built robotics harness, or a coding harness you extend for robotics.
→Read the comparison9 jobs comparedAlloy is the better fit
Investigating robot behavior is an ongoing responsibility across your organization.
Codex is the better fit
You want a flexible coding agent and your team wants to build and maintain the surrounding investigation workflow.