Intelligence is no longer the bottleneck.
With appropriate supervision, it's clear that current and future models can autonomously create incredible things. We build tools and systems for higher abstractions of human supervision in agentic engineering and agentic data analysis.
See the results↓Results
Already at work for real customers.
$1B+
in actionable insights found by customers since 2021
$100M+
in estimated value from insights AT&T put into action
$58M
found for a Fortune 500 healthcare payer in six months
65.7%
fewer hallucinations than peer tools in natural-language data queries
DA-Bench
36%
fewer zero-score failures when the same agent runs DeepWork workflows
AgentIF-OneDay
2.4×
tighter run-to-run consistency for the same agent on DeepWork workflows
AgentIF-OneDay
One run, from its own logs: kicked off at 11:24 PM, searched 194 million rows overnight, got its draft bounced by a quality gate, and had a human-approved report by 6:05 AM.
run · hhs-medicaid
Actual event log · timestamps in UTC · Unsupervised.com — March 2026
Products
Trust what your agents do.
Agent Control Systems
Agentic Data Analysis
Finder for Teams
See it in action.
This is where we learned to control agents in production. It runs against warehouse data: KPI-linked patterns, ranked by estimated financial impact, with evidence an analyst reviews before anyone acts.
Named customer · verified
“Unsupervised’s AI Data Analysts have delivered strong ROI—improving our key metrics while empowering our team with faster, smarter access to data insights.”
Mark Austin · VP Data Science, AT&T
Read the case study →Writing
Follow our work.
Research, field notes, and product updates for engineers and analysts working with agents.