AI Integration

    Put AI to Work Inside Your Product

    We embed AI into the software you already run — chatbots, copilots, document automation, recommendations, and predictive analytics — wired to your data and shipped to production.

    The problem

    Most teams stall between a promising demo and a feature customers actually use. The gap is integration: connecting models to real data, your existing systems, and a UX people trust. That's the part we own.

    Proofs-of-concept that never get wired into the real product
    LLM output that is unreliable, unsafe, or hallucination-prone without guardrails
    No clear path from model to your existing data, auth, and infrastructure
    Unpredictable token costs and latency under real traffic

    What's included

    LLM & Chatbot Integration

    Production chat, copilots, and assistants grounded in your data with retrieval (RAG), not generic answers.

    Workflow Automation

    Automate document processing, classification, extraction, and routing that used to need manual work.

    Recommendations & Search

    Semantic search and recommendation systems that lift conversion and retention.

    Predictive Analytics

    Forecasting, churn, and anomaly detection turned into dashboards and alerts your team acts on.

    Guardrails & Evaluation

    Safety filters, output validation, and eval harnesses so quality holds up in production.

    Cost & Latency Tuning

    Caching, model routing, and prompt optimization to keep responses fast and spend predictable.

    How we work

    1
    Step 1

    Discovery

    We map the use case, your data, and success metrics in a focused workshop.

    2
    Step 2

    Prototype

    A working integration against your real data within weeks — not a throwaway demo.

    3
    Step 3

    Harden

    Guardrails, evals, observability, and cost controls for production traffic.

    4
    Step 4

    Ship & Support

    Deploy into your stack, monitor, and iterate with ongoing support.

    2–6 wks
    To first production integration
    RAG-first
    Grounded in your data
    24/7
    Post-launch support

    Tech we use

    OpenAIAnthropic ClaudeLangChainPythonPostgreSQL / pgvectorAWSNode.jsReact

    Frequently asked questions

    Ready to build something intelligent?

    Book a free consultation. We will scope your use case and map a path to production — no obligation.