Billingo
AI-Augmented Company Databases Translating Natural Language To SQL Code And Back
Billingo, a leading invoicing platform in Hungary, sought ways to make financial data more readily accessible and interactive for users. Our collaboration resulted in an AI-powered chatbot that translates natural language questions into SQL code, enabling users to analyze complex data without writing any code themselves. This "AI colleague" empowers businesses with an increase in efficiency.
10x
less administrative load with streamlined business processes using embedded AI and agent automation.
Challenge
Billingo, an online invoicing platform for enterprises, was curious to explore Generative AI’s capabilities. We quickly arrived at the vision of a chatbot that makes financial information interactive and lets users perform complex analysis using only natural language, without writing any code.
Solution
Hiflylabs integrated an agentic workflow into Billingo's services, enabling routing between text-to-code and RAG pipelines for a streamlined user experience via conversational interfaces. The text-to-code pipeline uses OpenAI's ChatGPT API to convert user questions into SQL, run database queries, and present results in natural language. The RAG pipeline handles unstructured data and Billingo policies. Real-time prompt anonymization and injection attack prevention protect sensitive data. Furthermore, query augmentation and follow-up suggestions improve results. After a successful PoC and pilot, full-scale production began, leading to further collaboration on advanced financial forecasts.
Services
Generative AI Integration
RAG
Fine-tuning
Agentic Automation
Hosting
Security Alignment
Industries
Fintech
Technologies
HuggingFace
OpenAI
AWS
Snowflake
Spacy
MS Presidio
OpenSearch
"At Billingo, we're creating a tool for businesses that essentially turns our online invoicing system into a full-fledged colleague. As a result, acquiring business information and managing a company becomes ten times more efficient." Albert Sárospataki - CEO of Billingo
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