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agents & automation // 04

ai agents

most business software just stores things. we wire llm agents into the boring middle of a crud app so it acts on its own, and the form stops being something a person fills in and becomes something the system finishes.

Results at a glance

manual steps removed80%+
agent workflows shipped12+
avg. task timesecs
runs unattended24/7
how it works
Diagram: a crud app feeding an agent loop that reads context, picks a tool, acts and checks itself, producing automated outcomes
01

agentic workflows

an agent that reads the record, picks the right tool, acts, then checks its own work.

02

rag over your data

answers grounded in your own documents and tables instead of generic model guesses.

03

auto-triage

inbound leads, tickets and email sorted, tagged and routed the moment they land.

04

human-in-the-loop

anything risky waits for a one-click approval before it goes out.

expertise

AI agents and automation

LLM agents wired into an existing CRUD app so it reads the record, picks the right tool, does the task and checks its own work.

tools used

  • LLM tool calling
  • Retrieval-augmented generation
  • Firebase

related work

automate the boring // cta

what should stop being manual?

tell us the task your team repeats every day. if an agent can read it, decide on it and act on it, we can take it off your plate.

scope an agent