TL;DR
Dataherald enables you to embed Natural Language to SQL (“NL-to-SQL”) into your product. The NL-to-SQL API, built with an LLM (such as GPT), allows users to conduct no-code data analytics, pull reports, and conduct complex data queries using just natural language.
Hi, we’re Amir and Anuj from Dataherald. There have been countless game-changing applications of AI, but one area that has remained uncharted is NL-to-SQL. But fear not - we’re changing that. We’ve built a cutting-edge NL-to-SQL engine, meticulously crafted to be the fastest and most accurate in the market, delivering an unmatched developer experience!
The Problem
Developers struggle to build NL-to-SQL into products because LLMs do not work out-of-the-box. LLMs do not:
- Utilize metadata and business definitions since they are not already stored in the relational database
- Conduct complex SQL queries, such as self joins, multiple sub-queries, or rarer operations like windowing, partitioning, lags, temporal calculations, etc.
- Create NL-to-SQL training dataset(s) for fine-tuned models
- Assess the accuracy of AI-generated SQL
The Solution
Dataherald’s API solves these challenges by allowing developers to:
- Add business context from various sources (data dictionaries, DBT, Confluence docs, Google docs, etc.)
- Identify relevant data tables
- Fine-tune NL-to-SQL LLMs (including GPT-4!) specific to their data
- Assess confidence levels in AI-generated SQL
All this happens with a few simple API calls.
Dataherald’s NL-to-SQL API unlocks data access wherever needed:
- Enabling Complex Data Queries in SaaS Apps: For example a large payroll software company uses Dataherald to embed NL-to-SQL into their front end so that users can ask questions like “How much did I spend on full stack engineers in our European offices in Q2 2023 and how is that trending?”
- Democratizing Data Insights: Companies integrate our API into Slack, enabling self-serve data requests, and freeing up valuable time for data analysts.
- Automate Customer Support with Chatbots: Customer support teams dealing with data-heavy queries leverage Dataherald in chatbots, automating inquiries regarding user data.
The ASK
- Start using today - send me an email anuj@dataherald.com to get your API key and start using it today!
- Share - tell your colleagues and friends about Dataherald
- YC Companies - skip the wait list and claim the YC deal
- Open-source engine is available on Github