AE Challenge Flashcards
4 benefits for building fast and scalable applications that use embeddings from AI models, and get into production sooner
- Performance
- Ease of Operation
- Low operational cost
- Ease of use
Only Pinecone offers all 4 of these
Describe Performance Benefit
Fast & Relevant search results
Speed/Fast: ultra-low query latencies powered by proprietary index algos
Relevant:
- highly accurate >90% recall
- live index updates for fresh, up to date results
- store and filter on your metadata
- choose similarity metric that best for your use case
Describe Ease of Operation
Fully managed: choose your provider and region and we’ll handle the rest
Scalable - can support billions of vectors and thousands of QPS without interrupting app operations (leverages both horizontal & vertical scaling)
Secure: GDPR ready, SOC2 Type 2 Certified, HIPAA compliant, Manage organizations, users, projects and API keys, SSO
Describe Low Operational Cost
Simple & Predictable
can you start for free and seamlessly scale usage with transparent pricing
control spend with real-time usage reports and the ability to set usage limits
once you can better predict your usage there are discounts for pre-committments
available on AWS and GCP marketplace to streamline procurement and meet committed spend levels
Describe Ease of Use
Start & Scale in seconds
Create an account in less than a minute
Dev friendly with intutitive REST API and a growing library of SDKs - there is also extensive documentation, example notbooks and educational articles
Pinecone works with your stack:
compatible with embeddings from any AI model or LLM provider (GPT, CLIP, Cohere, Hugging face) and integrates with your data infrastructure (Databricks, Snowflake, Postgres) or framework (LangChain)