All processing local. All processing local. Your data never leaves your network — agents and the local LLM run on-prem; no third-party API calls.
First time here? Start with the demo map — what you're about to see and why it matters.
Open Demo MapAgentic lookup for governed enterprise data
Search your data. Never report bad data.
Natural-language search across governed enterprise data — where every number the agent returns has passed deterministic, signed quality gates. When data is bad, the agent refuses and cites exactly which rule blocked it.
The guarantee
Deterministic gates
8
run in the pipeline and at query time
Curation tiers
4
Raw → Validated → Curated → Published
Every answer
signed
traced to source + gates it passed
Four stages from raw data to trusted answers
Connect, curate, query, govern.
DxLookup doesn't replicate your data warehouse. It registers the schema and semantics of each source, runs every column through deterministic quality gates, and exposes a policy-governed search agent. Ask in plain language; the agent assembles the answer from trusted data only — and refuses with a typed explanation when the data can't be trusted.
1 · Setup
Register data sources, map column semantics, wire in adapters (Postgres, REST, S3, MSSQL, Snowflake, Redis).
2 · Curate
Every column runs through 8 deterministic gates and is promoted tier-by-tier: Raw → Validated → Curated → Published.
3 · Query
Natural-language search and multi-table stitch over gate-cleared data. Sparse, stale, or quarantined → the agent refuses and cites the rule.
4 · Govern
Trust score, compliance posture, bad-data alerts, and a tamper-evident ed25519-signed audit chain.
Demo verticals — Manufacturing · CMMC Compliance
SECOM
semiconductor1,567 wafer lots × 591 sensors. 41,951 missing values, 58.6% low-variance columns.
The messy hero — drives the bad-data refusal.
AI4I 2020
machine telemetry10,000 machines · quality L/M/H · temp, torque, speed, tool-wear · 5 failure modes.
The clean contrast — confident, cited answers.
NASA C-MAPSS
turbofan RULRun-to-failure trajectories · 21 sensors · remaining-useful-life.
Asset reliability and prediction.
The deterministic quality gates
Each gate is a pure function written once and run in two places — the batch curation pipeline and the agent's search tools — so a number that fails a gate is never surfaced. It is replaced by a typed refusal naming the gate, threshold, and observed value.