Use Cases
Anywhere you need fast, private, cheap embeddings without sacrificing retrieval quality.
Secure RAG on air-gapped networks
Defense analysts search thousands of sensitive documents on networks with zero external connectivity. EmbeddingAdapters runs entirely on-device, producing embeddings compatible with indexes built by commercial providers.
- Run on secure facilities with zero external connectivity
- Index during initial setup, query locally in the field
- Quality routing disabled — everything stays on device
Real-time market intelligence at trading speed
Quantitative trading desks search earnings calls, SEC filings, and analyst reports in milliseconds. Every millisecond of API latency is money left on the table.
- Ingest earnings transcripts in real-time
- No rate limits during market hours
- Proprietary signals stay off third-party servers
Embed millions of documents in minutes, not hours
Large-scale RAG pipelines bottleneck on embedding API throughput. Rate limits, network latency, and per-token costs make bulk indexing painful. EmbeddingAdapters processes 18,000 tokens/second on a single GPU — embed your entire corpus locally, then query with provider-compatible vectors.
Provider quality without data leaving your network
Healthcare, government, and regulated industries can't send sensitive data to third-party embedding APIs. EmbeddingAdapters delivers 97% of provider quality entirely on-premise.
- Deploy inside your VPC or on-prem data center
- Patient records and PII never touch external servers
- Same format as provider indexes — migrate without re-indexing
Millions of users, millions of questions
Consumer apps with AI search generate massive embedding volume. At $0.13/M tokens with OpenAI, costs explode. EmbeddingAdapters drops that to $0.001/M with the same retrieval quality.
- Serve 10M+ queries/month at a fraction of cost
- No rate limits — handle traffic spikes
- Backend fits on a single $0.50/hr GPU
Search patient records without sending PHI to the cloud
Medical RAG systems search clinical notes, research databases, and drug interaction data. HIPAA compliance means patient data stays on the hospital network.
- Embed clinical notes, radiology reports, lab results on-site
- Cross-reference against PubMed without re-embedding
- Train domain-specific adapters on medical terminology
Search millions of case files in milliseconds
Law firms manage enormous document corpora — contracts, case law, regulatory filings. Sending privileged documents to cloud APIs is a non-starter.
- Attorney-client privilege preserved on your servers
- Semantic search across contracts and case law
- Embed 100K+ documents overnight at zero API cost