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SEO Octagon

Cloud & AI

AI Features

Practical AI for products and agency workflows: drafting, clustering, and QA. Not a chatbot bolted on for the pitch deck.

  • Ship-ready

    Not a prototype

  • White-label

    Your name on the work

  • EST

    New York hours

The brief

What this desk actually does

Practical AI for products and agency workflows: drafting, clustering, and QA. Not a chatbot bolted on for the pitch deck.

Practical AI for products and workflows

Who briefs this

Agencies adding practical AI to products or internal workflows — not a chatbot for the pitch deck.

What you take home

  • Use-case brief and failure cases
  • Working feature or internal tool
  • Eval notes and guardrails
  • White-label handoff

On the account

What it changes for the client

  • A job, not a novelty

    Drafting, clustering, QA. The feature has to earn its place in the product.

  • Safe enough to ship

    What the model can and cannot do is written down. No silent surprises for the client.

  • Fits the stack you have

    We wire it into the tools you already sell, not a parallel science project.

How a build moves

From the brief to something you can ship

The same motion whether you need a marketing site, a client tool, or a store-ready app.

01

Brief

The job, the users, and what has to be true at launch. We write the plan before anyone opens a repo.

02

Scope

Screens, integrations, and a timeline you can put in a proposal. No surprise sprints after kickoff.

03

Build

Weekly check-ins. You stay the face of the account. We ship against the brief, not a mood board.

04

Hand-off

Repo, docs, and a pack your team can run. White-label throughout — our name never lands on the work.

Before you brief it

Questions agencies ask about this desk

Usually we compose existing models with your data and rules. A custom train only happens if the brief actually needs it.

Next step

Ready to put this on the desk?

Brief AI Features. Send the brief, the stack, and what has to be true at launch. A specialist replies within one business day.