
10x faster
10x faster
response generation for RFPs
Highly accurate
Highly accurate
responses in real-time
1up helps sales teams tap into their knowledge bases quickly and accurately with automated answers. By aggregating data from various sources and leveraging AI to surface the right information at the right time, 1up streamlines tasks like RFP responses, compliance questionnaires, and customer inquiries—driving efficiency and accuracy across the sales process.
To stay ahead, 1up needed a seamless way to store and retrieve vast amounts of mixed-media information, including product documentation, past RFPs, and dynamic web content. Just as crucial, their AI had to ensure responses were always based on the latest, most relevant information. For example, when a team member revises a response generated by 1up, the system should automatically store the updated version for future reference. The same applies to web page updates—1up should seamlessly capture changes without requiring users to manually refresh the index.
Scaling AI-powered responses
The challenge for 1up was ensuring its AI solution could filter data based on specific use cases and sources while seamlessly linking to those sources in responses. Users needed the ability to exclude certain sources, like blogs, and receive real-time answers. The ultimate goal: highly precise, accurate responses to complex technical questions.
Despite in-house expertise, 1up faced a major hurdle: delivering both speed and accuracy for large-scale production workloads. To be truly effective, the platform had to instantly process plain-text queries and return precise answers in seconds.
1up implemented a “closed AI” system that pulled data from user content to generate answers. However, the process was slow, and the answers required context-specific questions from users. They needed a way to deliver both speed and accuracy—allowing the sales team to complete large questionnaires efficiently while also responding to ad hoc queries in seconds.
Delivering highly accurate responses in real-time with Pinecone
1up leveraged Pinecone’s vector database to develop a RAG solution to automate responses for reps, ultimately replacing their home-grown embedding system. With Pinecone, 1up has built a knowledge automation system that works out of the box and constantly learns from the user.
Here’s how it works:
- Users connect data sources and documents to 1up’s centralized platform. Their data is then efficiently indexed and stored in Pinecone in a way that’s optimized for data type and use case.
- When responding to a user query, 1up then retrieves the most relevant data on demand based on the use case.
- Finally, 1up users can correct responses in real-time and write new information back into the database for continuous learning.
"Pinecone’s vector database pushed 1up ahead of the competition, delivering unparalleled speed and accuracy in answer generation. Our users can now respond to high volumes of queries with confidence and efficiency." - George Avetisov, Founder and CEO, 1up
10x faster response generation
By integrating Pinecone, 1up achieved breakthrough improvements in speed and accuracy. The transition allowed for:
- 10x faster response generation for RFPs and compliance questionnaires.
- Continuous learning and improvement, ensuring the system adapts to updated content in real-time.
- More efficient sales training, enabling reps to get instant answers from AI rather than relying on colleagues.
- A seamless, unified experience, with Pinecone storing and retrieving thousands of files, webpages, documents, images, and videos in seconds.
With Pinecone’s vector database at the core, 1up transformed its knowledge automation system into a high-performance AI engine that delivers real-time, precise answers. Now, sales reps can easily work smarter, faster, and ultimately close more deals.


