AI Integrations & LLM Solutions

Drop-in AI for the products you already have

Add LLMs, embeddings, vector search, and custom AI pipelines to your existing software — without a rip-and-replace. We integrate AI where it earns its keep.

LLM integration

Wire OpenAI, Anthropic, Gemini, and open-source models into your app with proper streaming, retries, and cost controls.

Embeddings & vector search

Semantic search and recommendations powered by pgvector, Pinecone, or Weaviate — fast, tunable, and production-grade.

Custom AI pipelines

Multi-step pipelines for extraction, classification, summarization, and routing — orchestrated, observable, and replayable.

Prompt engineering

Structured prompts, output schemas, and prompt versioning so model behavior stays consistent as you iterate.

Cost and latency optimization

Caching, batching, fallbacks, and model routing — so AI features feel snappy and don't blow up your AWS bill.

Privacy and compliance

PII redaction, retention policies, and self-hosted model options for healthcare, legal, and finance use cases.

Ready to add AI to your product?

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