Self-Serve Analytics_ARCHITECTURE

Stop Waiting for Data Tickets

Ask your database questions in plain English and receive mathematically verified insights in seconds. No SQL required. No dashboard fatigue.

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The End of the Analytics Bottleneck
If you can type a question, you can analyze millions of rows. We translate your intent into optimal **SQL**, bypassing the steep learning curves of legacy BI tools. **Conversational AI data analysis** is only valuable when coupled with deterministic compilation and a **zero-data-movement** security architecture. Arcli acts as a mathematically-verified orchestration layer for your **self-serve data**, completely eliminating the operational drag of the analyst queue.
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Deep Data Retrieval

How Arcli grounds AI in your exact schema to generate highly-optimized, dialect-specific execution logic.

Translating Intent to Complex Cohort Analysis

A business user asks: 'Compare the 30-day retention rate of users who completed onboarding vs those who skipped.' Arcli instantly generates and executes the optimal warehouse SQL.

THE EXECUTIVE FILTER (ROI)

Identifies high-impact product friction points to justify engineering resources instantly, without a 2-week Jira ticket delay.

  • Fully optimized for sql constraints.
  • Bypasses semantic layer hallucinations via strict schema grounding.
sql_COMPILE

-- AI Generated: Cohort Retention Analysis
WITH cohort AS (
    SELECT user_id, MIN(DATE_TRUNC('month', created_at)) as cohort_month 
    FROM tenant.events 
    GROUP BY 1
) 
SELECT 
    c.cohort_month, 
    COUNT(DISTINCT c.user_id) as retained 
FROM cohort c
JOIN tenant.user_activity a ON c.user_id = a.user_id
WHERE a.active_days >= 30 
GROUP BY 1;
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The Competitive Edge

Why the world's most aggressive teams are migrating from legacy stacks to Arcli's unified engine.

Time to First Chart

LEGACY_APPROACH

Days (Manual modeling required)

ARCLI_ADVANTAGE

Seconds (AI inferred)

Learning Curve

LEGACY_APPROACH

High (Proprietary formulas)

ARCLI_ADVANTAGE

Zero (Natural Language)

Ad-Hoc Exploration

LEGACY_APPROACH

Limited by pre-built dashboard filters

ARCLI_ADVANTAGE

Infinite conversational drill-downs

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Strategic Deployment

Real-world orchestration patterns deployed by our top enterprise partners.

No More Broken Reports on Dirty Data

The platform automatically navigates messy date formats, duplicate entries, and null values before performing math, ensuring trustworthy numbers without manual Excel scrubbing.

End Manual Metric Checking

Arcli continuously monitors core metrics and flags unusual dips or spikes automatically, eliminating the need for daily manual dashboard checks and catching silent revenue leaks.

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Expert Insights

Everything you need to know about implementing Arcli's engine into your stack.

Is my data used to train your AI models?
Absolutely not. Your proprietary data never leaves your secure perimeter and is strictly excluded from any global model training.
What happens if the platform misunderstands a question?
Every generated chart includes a transparent, plain-English summary of the exact mathematical steps taken. You can verify the logic instantly, and tweak the underlying SQL if needed.