Service · 03

AI grounded in real workflows.

AI features and back-office automations that solve a specific problem your team has today — not a demo, not a science project. We've shipped LLM features, custom agents, and internal tools that quietly remove hours from a week.

What we make

Tools that save time, not impress investors.

  • / 01

    LLM integrations

    Claude, GPT, Gemini wired into your product or workflow with sensible prompts, structured outputs, retry logic, and proper cost controls.

  • / 02

    Custom agents

    Multi-step agents that pull from your data, reason about it, and take actions — within scoped permissions, with audit trails.

  • / 03

    Workflow automation

    When a human task is repetitive enough to script, we script it. Zapier where it fits, custom Node services when it doesn't.

  • / 04

    Internal tools

    Admin panels, data review surfaces, batch operations dashboards — the unglamorous tools that make a team faster.

Tools we reach for

  • Anthropic Claude
  • OpenAI
  • Gemini
  • Vercel AI SDK
  • n8n
  • Firebase

How we work

  1. Listen

    What's the manual task? Who does it? How often? Where does it break down?

  2. Frame

    Smallest viable automation that proves the value. Cost, latency, and failure modes mapped before any code.

  3. Make

    Build in cycles. Real data from week one, not synthetic. Measure time saved, not tokens consumed.

  4. Sustain

    Models drift, prompts age, costs shift. We stay close to keep the system tuned.

Working together

Have an AI problem in mind?

Or a workflow that drains hours every week. Tell us about it.

AI & automation — Xerx — Xerx