Query Your Warehouse. Skip the Modeling.
Legacy BI forces you to build massive, brittle semantic models before anyone can ask a single question. Arcli grounds its AI directly in your raw metadata, enabling instant natural language querying from Day 1.
Deep Data Retrieval
How Arcli grounds AI in your exact schema to generate highly-optimized, dialect-specific execution logic.
Dynamic Semi-Structured JSON Extraction
Traditional semantic layers struggle with nested data, forcing you to explicitly model every JSON key. Arcli natively generates the specific extraction logic on the fly.
Allows Product Teams to instantly interrogate deeply nested telemetry arrays to verify a new release, bypassing the week-long queue for dbt model updates.
- Fully optimized for Snowflake SQL constraints.
- Bypasses semantic layer hallucinations via strict schema grounding.
-- Generated by Arcli AI Orchestrator
SELECT
f.value:event_type::STRING AS interaction_type,
COUNT(DISTINCT r.user_id) AS unique_active_users,
ROUND(AVG(f.value:latency_ms::NUMBER), 2) AS avg_latency
FROM telemetry.raw_events r,
LATERAL FLATTEN(input => r.payload:user_actions) f
WHERE r.ingested_at >= DATEADD(day, -7, CURRENT_TIMESTAMP())
AND r.app_version = 'v3.2.0'
GROUP BY 1
HAVING unique_active_users > 50
ORDER BY 2 DESC;Core Capabilities
The technological foundation behind the unified engine. Designed to completely bypass manual RevOps bottlenecks.
Metadata Vectorization
We embed your table definitions, primary keys, and constraint logic into a vector space, allowing the AI to mathematically navigate your relational model without a predefined "Explore."
Deterministic Query Planning
Arcli builds an Abstract Syntax Tree (AST) to validate every join path, preventing cartesian explosions and blocking table hallucinations before they hit your compute budget.
Elastic Metric Governance
Instead of thousands of lines of LookML, define core KPIs (e.g., "MQL") in plain English. Arcli injects these deterministic definitions into generated SQL at compile time.
Expert Insights
Everything you need to know about implementing Arcli's engine into your stack.