AI automation pipelines

Scheduled pipelines that gather, draft, queue for review and publish at a steady pace.

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Some work has to happen every day: gathering inputs, drafting, checking, publishing. Doing it by hand does not scale, and handing it to a model with no checks is a risk.

We build pipelines that sit between the two. The model drafts, rules validate, a person approves, and a publisher releases the result on a schedule.

01Deliverables

What you get

  • Scheduled ingestion of your sources
  • LLM drafting into a review queue, never straight to production
  • Deduplication and validation before anything goes live
  • A paced publisher that spreads output through the day
  • Server-side image rendering where the output needs a visual
  • Serverless deployment with monitoring

02Process

How we work

One loop for our products and for client work. Every step is written down.

  1. Specify

    We write down the inputs, the output, who reviews it and what must never be published.

  2. Plan

    Ingestion, drafting, checks and publishing become separate, testable stages.

  3. Build and review

    Each stage is built test-first and checked against the spec by a separate reviewer.

  4. Verify

    The pipeline runs end to end on real inputs before it is switched on.

03Proof

Where we already do this

Our own products and notes, open to read.

04FAQ

Questions

What is an AI automation pipeline?
A scheduled system that takes raw inputs, uses a language model to draft or transform them, checks the result and publishes it. People review. The pipeline does the repeat work.
Does anything publish without a person seeing it?
Not by default. Drafts go into a queue for review, and a separate publisher releases only approved items.
What do you build pipelines on?
Ours run on Python, AWS Lambda, EventBridge Scheduler and DynamoDB. For client work we start from what you already run.
Where is this running today?
A pipeline like this drafts the daily trivia and posts for QuesMo, our social app, and releases them at a steady pace through the day.

Work with us

Tell us what you want built.

A short form. We reply to every message about client work.

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