Solution Architecture Spec

AI Data Copilot

Conversational Business Intelligence & SQL Generation

Overview

Altimet AI Data Copilot transforms how enterprise teams interact with their structured data. By leveraging advanced language models fine-tuned on custom schemas, it allows business analysts, executives, and operations teams to ask complex analytics questions in plain language and receive accurate SQL, verified tables, and beautiful visualization recommendations in milliseconds.

Operational Bottlenecks Addressed

Data analysts spending 60%+ of their time writing repetitive SQL queries for business teams.

Siloed analytical tools resulting in delayed decision-making and dated dashboard exports.

Executive teams unable to get ad-hoc visual insights without relying on BI tickets.

The Altimet AI Solution

We build custom AI schema mappers and semantic translators that securely connect to your Snowflake, BigQuery, or Postgres warehouse. The system translates questions to SQL, runs them within a secure sandbox, verifies the results through an automated validation layer, and outputs clean data formats.

System Pipeline Flow

Schema Parsing

Extracts database schema, foreign keys, and descriptions into a metadata graph.

Semantic Translator

Maps business terminology to physical schema column and table identifiers.

Validation Sandbox

Executes query safely, verifies SQL syntax and bounds check before delivery.

Visualizer Engine

Suggests optimal chart representation (bar, line, scatter) for output datasets.

Targeted Operational Metrics

80%

Reporting Time Reduction

99.4%

Query Accuracy Rate

4.2x

Self-Service Adoption

Deployment Phasing

Phase 1: Discovery Weeks 1-2
Phase 2: Semantic Tuning Weeks 3-5
Phase 3: Integration Weeks 6-8
Phase 4: Deployment & QA Weeks 9-10

Architecture & Integration FAQs

Operational details and technical requirements.

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