Get AI into Production

Fractional AI is the dev shop for difficult applications of generative AI

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 is partnering 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 is building an AI-powered content moderation system to automatically review content that violates Change.org’s guidelines.

Models used: GPT 4o, GTP 3.5
Tools used: Langchain, Langsmith, Weights and Biases

Impact

The new system is flagging 85%+ of violations without increasing 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, GTP 3.5
Tools used: Langchain, Langsmith, Chroma DB

Impact

Time to build an API integration is going from hours to minutes. Stay tuned for the Airbyte launch.

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.

Use cases we support:

AI phone agents

Content moderation

Customer support automation

Complex workflow automation

Domain specific code generation

Natural language data queries

Unstructured to structured data

Automated QA

Revenue cycle management

AI phone agents

Content moderation

Customer support automation

Complex workflow automation

Domain specific code generation

Natural language data queries

Unstructured to structured data

Automated QA

Revenue cycle management

Getting to production takes 20% AI expertise and 80% exceptional generalist engineering skills.

Our sweet spot:
Your toughest challenges

AI expertise enables you to move quickly

Model Selection

Data Preparation

Tuning & Evaluation

Intelligent Retrieval

Human-AI Collaboration

State of the Art Tooling

Quality Foundation

System Design

Scalability & Performance

Expert Integration

Iterative Problem Solving

Testing & Quality Assurance

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.

Fractional AI exists to bridge this gap.

Join Our Team

Our mission is to inspire an elite team of engineers to solve the world’s most valuable problems using AI

Fractional AI is…

Engineering first
In person in San Francisco
Working on cutting edge AI projects
See our open positions

Overdeliver

Overuse AI

Over "engineer" the culture

Leadership Team

Chris Taylor

CEO & Co-Founder
CEO & Co-Founder @ Xip, CRO @ Wove (Acq. 2019), Enterprise Sales @ LiveRamp (RAMP)

Eddie Siegel

CTO & Co-Founder
CTO & Co-Founder @ Xip, CEO & Co-Founder @ Wove (Acq. 2019), VP of Engineering @ LiveRamp (RAMP)

Travis May

Chairman & Co-Founder
CEO @ Shaper Capital, CEO & Founder @ Datavant ($7B valuation), CEO @ LiveRamp (RAMP)

Annie Powers

VP, People & Operations
Head of People @ Datavant, Consultant @ Analysis Group, People @ Stripe

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