Symbal B Verified
RL environment company · Coding
- Domains
- Coding Enterprise Workflows
- On X
- @symbalai ↗
- Tier
- B why
- Snapshot
What Symbal does
Symbal sells evals, benchmarks and post-training datasets built with an expert labor pool to frontier labs, and builds and deploys AI automations and agents inside enterprises.
- Sells
- RL environments and Data
- Leads with
- Several domains (a generalist)
- Based in
- San Francisco, USA
- Team
- 11-25
- Website
- symbal.ai ↗
What Symbal sells
Read from Symbal's own website, checked October 12, 2026: the line that puts it in each category.
RL environments
“We develop evals, benchmarks, and post-training datasets to advance multimodal model performance.”
symbal.ai ↗
Data
“Private evals, and data for SWE, Tau, MLE, MMMU, and more”
symbal.ai ↗“Elite Labor Pool”
symbal.ai ↗
Also
“Then Symbal builds automations and AI that outperform anything built on assumptions and operate exactly the way your real world does.”
symbal.ai ↗“Enterprise-Grade Red Teaming”
symbal.ai ↗
Domains Symbal covers
“Physics, chemistry, math, and biology”
symbal.ai ↗“Physics, chemistry, math, and biology”
symbal.ai ↗“finance, medical, legal, and healthcare”
symbal.ai ↗“finance, medical, legal, and healthcare”
symbal.ai ↗“finance, medical, legal, and healthcare”
symbal.ai ↗“ASR, TTS, full duplex audio to audio”
symbal.ai ↗“VLA annotations, tele-op data, and sims”
symbal.ai ↗“Private evals, and data for SWE, Tau, MLE, MMMU, and more”
symbal.ai ↗“a modular AI system that converts unstructured data and manual steps into workflows agents can run.”
symbal.ai ↗
Symbal competitors and alternatives
The companies that sell the most of the same things in the same domains, and what they share with Symbal.
- ReasonCore Also sells datasets, evals and human data · also in robotics, science and math
- Turing Also sells human data, datasets and enterprise AI services · also in coding, enterprise work and finance
- AfterQuery Also sells human data, datasets and evals · also in coding, enterprise work and finance
- Vetto AI Also sells evals, human data and datasets · also in science, health and bio and legal
- Mercor Also sells human data and evals · also in enterprise work, finance and coding
Tier B
Growing: 11 to 50 people, or $3M+ raised.
How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.
- team 11-25
- in curated RL directories (3 pts)
How we got to tier B
- Adoption: team 11-25. Tier B.
- On X: unclear, none buzz No move.
- In curated RL directories: 3 points, a floor of none.
- Confirmed: a line from its own site or paper places it.
A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.
Where Symbal sits
Its domain on the map, live. Hover a logo for its name; click to open it. Open it on the full map
Next: browse all environments. Entry from the RL Research daily scrape of public sources, 2026-11-05 snapshot.