ai_integration
AI integration for SaaS products
LLMs, retrieval, and agents — integrated into products that already have customers.
Most teams don't need another AI demo. They need the feature their customers are asking for, shipped behind a flag, observable, and cheap enough to run at scale. We integrate LLMs, retrieval-augmented generation, and agent workflows into existing SaaS products — pairing with your team rather than dropping off a prototype.
What we deliver
Concrete outcomes — not buzzwords. Here's what a typical engagement looks like.
LLM features inside existing products
Assistants, summarizers, generators, classifiers — wired into your app with streaming, evals, and cost controls.
Retrieval-augmented generation
Your data, your authorization rules. Vector stores, hybrid search, reranking, and grounded answers that don't leak context.
Agent workflows
Multi-step agents with durable execution, tool calls, and human-in-the-loop checkpoints where mistakes are expensive.
LLM operations
Evaluations, prompt versioning, usage dashboards, and provider failover via the Vercel AI Gateway.
Ideal for
- SaaS teams adding a first AI feature
- Products ready to move past a single chat demo
- Teams looking for a senior AI engineer to pair with — not a consultant to hand over a deck
Outcomes
- An AI feature live in production, behind a flag
- Evaluations and a budget per request
- A team that can extend what we shipped
Let's scope your project
Based in Las Vegas, NV. We work with small businesses across the US.