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https://github.com/Snowboard-Software/awesome-ai-analytics
A list of AI analytics tools (assistants, chat with data, text-to-sql, benchmarks, etc.)
https://github.com/Snowboard-Software/awesome-ai-analytics
List: awesome-ai-analytics
Last synced: 27 days ago
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A list of AI analytics tools (assistants, chat with data, text-to-sql, benchmarks, etc.)
- Host: GitHub
- URL: https://github.com/Snowboard-Software/awesome-ai-analytics
- Owner: Snowboard-Software
- License: mit
- Created: 2024-04-08T10:16:38.000Z (8 months ago)
- Default Branch: main
- Last Pushed: 2024-11-05T11:04:10.000Z (about 1 month ago)
- Last Synced: 2024-11-14T12:02:07.779Z (28 days ago)
- Size: 83 KB
- Stars: 67
- Watchers: 2
- Forks: 5
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- awesome-code-ai - Awesome-Ai-Analytics
- ultimate-awesome - awesome-ai-analytics - A list of AI analytics tools (assistants, chat with data, text-to-sql, benchmarks, etc.). (Other Lists / PowerShell Lists)
README
# Awesome-Ai-Analytics
[![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
A list of AI analytics tools (assistants, chat with data, text-to-sql models, benchmarks, etc.)
[Open a pull request](https://github.com/Snowboard-Software/awesome-ai-analytics/pulls) to add or edit this list.
## AI Analytics Assistants
Table is filled based on information on companys landing page.
Disclaimer: this repo is maintained by the organization behind Dot.| Name | Free Trial | Open Source | Slack | Teams | Email | SQL | Semantic Layer | Python | File Upload | BI Tool Integrations |
|--------------|------------|-------------|-------|-------|-------|-------|--------|--------|--------|--|
| [Dot](https://www.getdot.ai/)Dot, the data bot enables true Analytics Self-Service for business stakeholders. Free your data team to focus on high impact tasks by automating ad-hoc requests and more. | ✅ | | ✅ | ✅ | | ✅ | ✅ | ✅ | ✅ | Looker |
| [Zenlytic](https://www.zenlytic.com/)Business Intelligence you can talk to. Tap into BI that answers your data questions in seconds, eliminating your reliance on a time-strapped analytics team. | | | ✅ | ✅ | | ✅ | ✅ | ✅ | ✅ | self build
| [TextQL](https://www.textql.com/)Ana is your team's personal data scientist | | | ✅ | ✅ | | ✅ | ✅ | | | |
| [dataherald](https://www.dataherald.com/)Embed Text-to-SQL right into your product with our versatile API. Get started free | ✅ | ✅ | ✅ | | | ✅ | | | |
| [Julius](https://julius.ai/)Chat with your files and get expert-level insights in seconds. | ✅ | | | | | ✅ | | ✅ | ✅ |
| [Athena Intelligence](https://www.athenaintelligence.ai/)Meet Athena, the 24/7 Enterprise AI Data Analyst. | | | | | ✅ | ✅ | | ✅ | ✅ |
| [Lumi AI](https://www.lumi-ai.com/)Enterprise Analytics Made Simple and Conversational. Instantly find actionable insights that drive financial results from large operational data using plain language prompts. | | | ✅ | ✅ | | ✅ | | ✅ | |
| [Minus X](https://minusx.ai/)AI Data Scientist for Jupyter/Metabase. A Chrome Extension that operates your analytics apps for you. MinusX is the fastest way to get insights from data. | ✅ | | | | | ✅ | |✅ | | Metabase, Jupyter |
| [Anthropic Financial Analyst](https://github.com/anthropics/anthropic-quickstarts/tree/main/financial-data-analyst)A sophisticated Next.js application that combines Claude's capabilities with interactive data visualization to analyze financial data via chat. (Quickstart Guide) | ✅ | ✅ | | | | ✅ | | |✅ |
| [Microsoft Data Formulator](https://github.com/microsoft/data-formulator)Transform data and create rich visualizations iteratively with AI 🪄. Try Data Formulator now in GitHub Codespaces! | ✅ | ✅ | | | | | | ✅ | ✅ | self build
| [OpenAI Data Analyst](https://chat.openai.com/g/g-HMNcP6w7d-data-analyst)Drop in any files and I can help analyze and visualize your data. | ✅ | | | | | | | ✅ | ✅ |
| [Langchain SQL Agent](https://python.langchain.com/docs/use_cases/sql/agents/)LangChain has a SQL Agent which provides a more flexible way of interacting with SQL Databases than a chain. | | ✅ | | | | ✅ | | ✅ | |
| [Vanna](https://vanna.ai/)The revolutionary open source Python package that's changing the game in SQL database interaction | ✅ | ✅ | | | | ✅ | | | |
| [Narrative BI](https://www.narrative.bi/ai-data-analyst) Chat with your data: integrates seamlessly with CSV/XLSX, GA4, Google Ads, Google Search Console, and more. | ✅ | | | | | ✅ | | | ✅ |
| [SQLChat](https://www.sqlchat.ai/)Chat-based SQL Client and Editor for the next decade | ✅ | ✅ | | | | ✅ | | | |
| [Fluent](https://www.fluenthq.com)Self-serve your company's data insights with AI | | | ✅ | ✅ | | ✅ | | | |
| [VazyData](https://www.vazydata.com/)Vazy is a simple and intuitive data analysis co-pilot that helps you manage your decisions with ease and speed. | ✅ | | ✅ | | | ✅ | | |
| [Sulie](https://sulie.co/)The data analysis copilot for your data. Analyze data or make data predictions in plain english, right when you need it. | ✅ | | ✅ | | | ✅ | | | | |
| [Databricks Genie](https://www.databricks.com/product/ai-bi/genie)AI/BI Genie. Converse with your data. | ✅ | | | | | ✅ | | | | |
| [Defog](https://defog.ai/)Speed up data analyses in SQL, Python and R with AI assistants and agents tailored for your business - without sharing your data. | ✅ | | | | | ✅ | | |
| [Vizly](https://vizly.fyi/)Vizly is an AI-powered data scientist that lets you chat with your data, visualize insights, and perform analysis. | ✅ | | | | | | | ✅ | ✅ |
| [Shape](https://shape.xyz/)Query your database in plain english | | | ✅ | | | ✅ | | | |
| [Seek](https://www.seek.ai/)Seek is a Generative AI platform that empowers business users to query their data sets and frees up data science teams from ad-hoc requests for analysis. | | | ✅ | | | ✅ | | |
| [Athenic](https://www.athenic.com/)AI-enabled analytics platform for all business teams, no technical knowledge required | ✅ | | | | | ✅ | | |
| [Delphi](https://www.delphihq.com)Connect your data, build charts and dashboards, and get blazing fast insights using AI. Securely, privately, and quickly. | | | ✅ | | | | ✅ | |
| [Outerbase](https://www.outerbase.com/)AI-powered database platform for viewing, querying, visualizing, and editing your data. | ✅ | | | | | ✅ | | |
| [Patterns](https://patterns.app/)An expert in your data stack, AI works as an extension to your company's data analysts. You can get in touch via chat, email, or by submitting a ticket. | | | | | ✅ | ✅ | | |
| [AIQuery](https://aiquery.co)Use simple English and let AI do the heavy lifting for you. With AI Query anyone can create efficient SQL queries, without even knowing a thing about it. | ✅ | | | | | ✅ | | |
| [SimplyPut](https://simplyput.ai/)SimplyPut empowers your company to chat with data using AI. Trust the answers you receive and make data accessible and understandable for all. | | | ✅ | | | ✅ | | |
| [Buster](https://www.buster.so/)Build, monitor, and deploy a SQL API that's trained on your database. Manage security, performance, and access controls from one place. | ✅ | | | | | ✅ | | |
| [SQLAI](https://www.sqlai.ai/)AI generates, fixes, explains and optimizes SQL queries. Add your database schema and effortlessly train AI to understand it using AI-powered vector search. This ensures unparalleled accuracy. | ✅ | | | | | ✅ | | |
| [AskYourDatabase](https://www.askyourdatabase.com/)No SQL, Connect your database and chat with your data in ChatGPT. | ✅ | | | | | ✅ | | |
| [ChatDB](https://www.chatdb.ai/)Build powerful, beautiful dashboards with no code! | ✅ | | | | | ✅ | | |
| [DataChat](https://datachat.ai/)Meet the no-code, generative AI platform for instant analytics | ✅ | | | | | ✅ | | |
| [AI Lens](https://www.lensvisual.io/)Supercharge Your Power BI Dashboards with OpenAI and ChatGPT | ✅ | | | | | | | | |
| [InsightBase](https://insightbase.ai/)Powerful AI-powered analytics for your business. | ✅ | | | | | ✅ | | |
| [Louie](https://www.louie.ai/)Make talking to data a breeze with a genAI-first design that helps you query, analyze, visualize, and collaborate | | | | | | ✅ | | |
| [TalkToYourDatabase](https://talktoyourdatabase.com/)STOP WASTING YOUR TIME WRITING SQL | | | | | | ✅ | | |
| [number station](https://numbersstation.ai/)Free the power of your data with Numbers Station, the multi-agent AI-native analytics platform. | | | | | | ✅ | | | |
| [DataGPT](https://datagpt.com/)The First Conversational AI Data Analyst. Ask DataGPT any question and get analyst-grade answers in seconds. | | | | | | ✅ | | | |Honourable Mentions of established tools that integrate AI and Natural Language Interfaces:
- [AWS Quicksight](https://aws.amazon.com/quicksight/) with [Natural Language Demo ](https://www.youtube.com/watch?v=0IBAS2GiWwo)
- [PowerBI with QnA](https://powerbi.microsoft.com/fr-ca/blog/ask-your-data-questions-with-q-amp-a/)
- [Tableau with Ask Data](https://help.tableau.com/current/pro/desktop/en-us/ask_data.htm)
- [ThoughtSpot](https://www.thoughtspot.com/)
- [Veezo](https://www.veezoo.com/)
## Models Optimized for Text 2 SQL
- [HuggingFace Text to SQL Category](https://huggingface.co/models?other=text-to-sql)
- [SQLCoder-70B-Alpha](https://huggingface.co/defog/sqlcoder-70b-alpha) (PostgreSQL)
- [DuckDB-NSQL-7B](https://huggingface.co/motherduckdb/DuckDB-NSQL-7B-v0.1) (DuckDB)
- [Natural-SQL-7B](https://huggingface.co/chatdb/natural-sql-7b) (PostgreSQL)
- [Snowflake Arctic Instruct](https://huggingface.co/Snowflake/snowflake-arctic-instruct) (Snowflake)
- [DBRX Instruct](https://huggingface.co/databricks/dbrx-instruct) (from Databricks, but so far not really good at Text 2 SQL)## Synthetic Table Data Geneators
- [Gretel](https://gretel.ai/)## Text 2 SQL Benchmarks
- [BIRD-SQL (University of Hong Kong, DAMO Academy, Alibaba, ...)](https://bird-bench.github.io/)
- [Spider (Yale University)](https://yale-lily.github.io/spider)
- [WikiSQL (Salesforce)](https://github.com/salesforce/WikiSQL)
- [KaggleDBQA (Microsoft)](https://www.microsoft.com/en-us/research/publication/kaggledbqa-realistic-evaluation-of-text-to-sql-parsers/)
- [Fiben Benchmark (IBM)](https://github.com/IBM/fiben-benchmark)
- [UNITE, A Unified Benchmark for Text-to-SQL Evaluation (AWS)](https://github.com/awslabs/unified-text2sql-benchmark)
- [SQL Eval (Defog AI)](https://github.com/defog-ai/sql-eval)Inspired by [Awesome-Code-AI](https://github.com/sourcegraph/awesome-code-ai).