Arcwise Project: Data and AI Solutions
Adanomad collaborated with Arcwise Technologies to tackle the challenge of converting complex spreadsheet data into actionable SQL through advanced AI techniques. This six-month project aimed at enhancing Arcwise’s data management and machine learning capabilities.
Challenge: Spreadsheet to SQL Conversion
Arcwise needed to transform detailed spreadsheet data into SQL queries efficiently, a process critical for enhancing decision-making and operational efficiency.
Solutions Provided
Data Management Integration
We integrated BigQuery, DuckDB, and Postgres to establish a unified data infrastructure for Arcwise, facilitating seamless analysis and insight generation.
Data Processing Flow:
MLOps Support
Our team streamlined the training and deployment of in-house LLMs, significantly improving innovation speed and feature deployment.
MLOps Pipeline:
Prompt Engineering
We applied prompt engineering and fine-tuning techniques to ensure Arcwise’s models were optimized for their specific needs, focusing on performance and accuracy.
System Architecture Diagram:
Dataset Development
We constructed a training dataset from Arcwise’s spreadsheet data, enabling the AI to accurately translate user inputs into SQL outputs.
Results
This partnership elevated Arcwise’s technological capabilities, setting new operational standards. Our solutions have become essential to their analytics and AI initiatives.
“Adanomad’s engineering support, especially in BigQuery, DuckDB, Postgres integrations, and MLOps for our LLM models, was pivotal.” - Hanson Wang, CTO at Arcwise.
Our work with Arcwise demonstrates Adanomad’s commitment to delivering customized, impactful tech solutions, reinforcing our position as leaders in software consulting and AI innovation.
For more information on how Adanomad can help transform your technology capabilities, visit our services page or contact us for a consultation.