Change.org, the world’s largest platform for social change, enables anyone to start campaigns and mobilize support. With thousands of campaigns launched daily, not all adhere to Change.org's trust and safety terms. Fractional AI partnered with Change.org to automate content moderation, so the team can spend less time reviewing content and more time supporting changemakers.
The Change.org back-office team built an impressive system in Google Sheets that used LLMs to proactively flag half of violations, but finding the other half was still a big drain on time and the site experience.
Solution
Fractional AI built an AI-powered content moderation system to automatically review content that violates Change.org’s guidelines.
Models used: GPT 4o, we fine-tuned GPT 3.5 using OpenPipe Tools used: Langchain, Langsmith
Impact
The new system catches 77% of violations while halving the proportion of false positives.
Case study
Airbyte: Taking API Integrations from Hours to Minutes
Airbyte is the leading open-source data integration engine that helps you consolidate your data in your warehouses, lakes, and databases. Airbyte’s users spend a lot of time building API integrations – a complicated and time-intensive process, so Airbyte hired Fractional AI to develop an AI-powered connector builder, producing API integrations in minutes, not hours.
Building API integrations is tedious and complicated.
Engineers have to navigate lengthy API docs, extract relevant details, and manually configure complicated connectors in Airbyte’s tools – all of which takes time away from other engineering projects.
Solution
Users input the API docs URL, and the AI Connector Builder, built by Fractional AI, crawls API docs and configures an Airbyte connector.
You can now build an API integration in less than 5 minutes with the help of AI.
Who
Airbyte is the leading open-source data integration engine that helps you consolidate your data in your warehouses, lakes, and databases.
What
Airbyte had long innovated to make building API integrations less tedious, but could integration building be automated?
How
Fractional AI partnered with Airbyte to develop an AI-powered, zero-code connector builder, producing live API integrations in minutes, not hours.
Case study
Superintelligent: Personalizing Learning with RAG
Superintelligent is the learning platform for AI, offering tutorials on AI tools that are hands-on, practical, and easy to follow. When debuting their platform, Superintelligent imagined a fully personalized, AI-powered user experience, but where do you start with a project that big? Fractional AI partnered with Superintelligent to build an AI chatbot as the first step towards that vision.
Learners needed a way to quickly navigate the platform’s hundreds of tutorials and tool recommendations to find relevant AI tools for their specific needs.
Solution
Fractional AI developed an AI chatbot using RAG to recommend specific tools to learners.
The chatbot has given hundreds of recommendations - eliminating the need for extensive searches, so users can spend less time searching and more time learning.
Generalist engineering skills drive your projects to production
Today, only 10% of companies have AI in production.
The AI industry often boasts impressive demos, but real value lies in bridging the gap to production. Off-the-shelf products are powerful tools, but they’re just one component of a broader solution.
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