Use Case & Data Audit
Define the job-to-be-done, data sources, and success metrics. Architecture for models, retrieval, and API boundaries.
LLM integration, AI chatbots, RAG systems, and AI-powered features — built by engineers who have shipped real AI products.

We integrate OpenAI, Anthropic, and Vertex models into your product; build support and internal assistants; ship RAG over your documents; automate document extraction; and design evals, guardrails, and observability so teams trust the output.
Partners: OpenAI · Anthropic · Google Vertex AI · LangChain · LlamaIndex · Pinecone · Weaviate · ChromaDB · AWS Bedrock · Hugging Face
Discovery → Strategy → Development → Testing & refinement → Deployment → Training & support — with weekly demos and clear acceptance criteria.
Straight answers for founders comparing a dev subscription, agency, or first engineering hire — web, mobile, AI, and Shopify.

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