Automate the boring

Case study

Change.org: Automating Content Moderation

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.

Problem

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.

Problem

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.

Models used: GPT 4o
Tools used: OpenAI’s SDK, Langsmith, OpenAI's built-in vector store

Impact

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.

Problem

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.

Models used: GPT 4, GPT 3.5 Turbo
Tools used: Langchain, Langsmith, Pinecone, FastAPI

Impact

The chatbot has given hundreds of recommendations - eliminating the need for extensive searches, so users can spend less time searching and more time learning.

Case Studies

AI solutions to tackle your toughest problems

Reducing Hallucinations by Over 80%

Zapier built an AI integration builder but its performance was a black box. Fractional AI partnered with Zapier to take their AI system to the next level.

10x’ing the Speed of Building Connectors

Airbyte’s users spent hours manually building API integrations. Fractional AI cut the process to just minutes with an AI-powered connector builder.

Automating Content Moderation

Change.org needed an affordable way to review thousands of daily user posts. Fractional AI built an AI-driven content moderation system, boosting accuracy and cutting costs.

Top San Francisco-based talent

We are a team of veteran engineers, bringing together the AI expertise and full-stack engineering skills to get your project into production.

End-to-end AI transformation

We prepare your company for an AI future, where trillions of dollars will be unlocked through bespoke AI workflow automations.

Real impact, not just flashy demos

We build production-grade AI solutions that scale with your company’s growth, closing the gap from proof of concept to real-world impact.

Tested applied AI expertise

We’ve seen hundreds of AI projects, enabling us to de-risk your project, accelerate delivery, and leverage the latest techniques to deliver value.

Danny Moldovan

Co-Founder at Change.org

FractionalAI has been invaluable in leveling up our internal gen AI automations. Their team took the time to thoroughly understand our unique issues and requirements, then applied their AI expertise to our content moderation workflows, significantly boosting our system’s accuracy and efficiency. They packaged their custom built solution in a flexible, API-driven component, enabling seamless deployment. I just hired them again, this time to build automations to support my PR team.

Ian Meyers

Co-Founder at Sincera

We had a tough AI problem that we wanted to solve quickly and systematically. Fractional AI was an incredible thought partner that embedded seamlessly with our team.

Not only were we able to solve our immediate challenge our team leveled up our own AI skills for the future.

Michel Tricot

CEO & Co-Founder at Airbyte

AI Assist in the builder was a huge milestone for our 1.0 launch! As many of you know, going from Prototype to Live when dealing with LLMs is a challenge for many companies.

On our side we worked alongside Fractional AI to get this amazing product live :)

Nathaniel Whittemore

CEO at Superintelligent

Have been collaborating with these guys on something I get to share soon and HIGHLY recommend them

Bespoke AI Software

Change.org: Automating Content Moderation

Problem

Solution

Impact

Airbyte: Taking API Integrations from Hours to Minutes

Problem

Solution

Impact

Who

What

How

Superintelligent: Personalizing Learning with RAG

Problem

Solution

Impact

Manual workflows we automate

Revenue cycle management

Insurance denial management

Content moderation

Customer support (phone and chat)

Code generation

Unstructured to structured data

Categorization & labeling

Building 3rd party API integrations

RFPs

Revenue cycle management

Insurance denial management

Content moderation

Customer support (phone and chat)

Code generation

Unstructured to structured data

Categorization & labeling

Building 3rd party API integrations

RFPs

AI solutions to tackle your toughest problems

Grounded in engineering excellence

Top San Francisco-based talent

End-to-end AI transformation

Real impact, not just flashy demos

Tested applied AI expertise

Get AI into production