Ship AI features your users actually use.
Embed AI into your product — chat, semantic search, generation, classification, and RAG — with the evals, latency, and UX your users expect.
Why teams hire us for ai integration
Shipping an AI feature is easy. Shipping one your users love — fast, accurate, trustworthy — is where most teams stall.
We partner with product and engineering teams to design, build, and ship AI features inside real products: chat, search, writing, classification, and RAG experiences.
We bring a point of view on UX, evals, streaming, latency, and cost — so your feature ships well, not just ships.
AI Chat & Assistants
In-app chat and copilot experiences grounded in your data, with streaming, tool use, and memory.
Semantic & Hybrid Search
Vector + keyword search with reranking for product catalogs, help centers, and internal knowledge.
RAG Pipelines
Chunking, embedding, indexing, retrieval, and eval pipelines on pgvector, Pinecone, Turbopuffer, or Weaviate.
Generation Features
Drafting, rewriting, summarizing, and transformation features with prompt and structured-output engineering.
Classification & Extraction
Categorization, tagging, PII extraction, and structured-data extraction at scale.
LLMOps
Evals, A/B tests, prompt versioning, cost monitoring, and fallback routing with Braintrust, Langfuse, or Helicone.
Deliverables
- Feature spec + UX prototypes
- RAG / prompt pipeline
- Streaming UI integration
- Evals + observability
- Cost + latency report
- Enablement for your team
Ideal for
- SaaS teams launching their first AI features
- Established products adding a copilot or search layer
- Marketplaces, knowledge tools, and content platforms
How we ship ai integration
Define the feature, success metrics, and UX.
Ship a working prompt + retrieval pipeline.
Ship inside the product with streaming UX.
Evals, cost, latency, and observability.
Questions, answered
Explore the full stack
AI Agents
Custom GPT-powered sales, support, and research agents deployed to your stack.
AI Automation
Replace manual workflows with LLM-driven pipelines on n8n, Zapier, or custom infra.
SEO & Content
Topical authority, technical SEO, and content engines that compound traffic month over month.
Let's build your ai integration engine
Book a 15-minute intro. If we're not a fit, we'll tell you in the call — and point you to someone who is.