A pattern engine your agent can call.
Finder searches tables for drivers, anomalies, and segment interactions before the report gets written. Use it directly or start with the bundled CLI.
Inputs
One table, local files, dbt context, warehouse exports, or notes your agent can read.
Run
Statistical sweeps rank drivers, anomalies, and segment interactions worth investigating.
Outputs
Structured findings, caveats, open questions, and artifacts the agent can turn into a report.
It does the search work.
Agents are good at queries and summaries. Finder handles the combinatorial part: testing plausible cuts, ranking useful ones, and returning evidence the agent can use.
Driver discovery
Identify which dimensions, measures, and changes explain the movement in a KPI.
Segment interactions
Search for combinations that disappear in univariate summaries and dashboard rollups.
Anomaly exploration
Flag changes worth investigating and preserve the caveats your agent needs for follow-up work.
Report-ready evidence
Return scale, effect size, context, open questions, and source-backed findings.
Portable by default. Bundled when useful.
Use Finder directly
Call the standalone package from your coding tool, agent harness, or local workflow.
Use the bundled CLI
Start with the Unsupervised CLI when you want Claude Code plus Finder, DeepWork, and analysis defaults.
Add DeepWork when the workflow matters
Pair Finder with reusable Agent Operating Procedures for quality gates and repeatable runs.
Free for serious local work. Paid when teams need scale.
Free local CLI preview for agent-led analysis.
Paid software adds larger workloads, managed runs, and governed team use.
Team governance, run history, and shared controls sit in the paid layer.
Enterprise deployment support when data cannot leave your environment.
Request access
Start with the bundled CLI, then use Finder directly as the APIs mature.
Example output
See how a full Medicaid spending analysis turns raw rows into patterns and open questions.
Proof
Customer outcomes, market research, and technical writing behind the direction.