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Ocean Essentials

Growth diagnosis and commerce builds

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  3. AI & answer engines

AI & answer engines

Make your catalog readable by AI search. Ship AI features only once they pass tests. We start from a use case worth building, not from the technology.

Contact us→See our work
01 — The problem

When AI stays a demo

  1. 01

    Pilots never ship

    Prototypes impress in a meeting and never reach customers.

  2. 02

    Nobody can say if it works

    Without tests, answers are judged by feel.

  3. 03

    Costs and risks come later

    Model costs, privacy and brand risk are left for after launch.

02 — Method

How we build AI

One use case at a time, with the tests agreed before the build. Nothing ships until it passes.

  1. Step 1

    Diagnose

    We find the use case worth building and the data it needs.

    Initial audit
    From USD 7,999
  2. Step 2

    Define the tests

    We write down what a good answer is, and how we check it.

  3. Step 3

    Build

    The feature and the infrastructure behind it, tested at every step.

  4. Step 4

    Release and watch

    A few customers first, then everyone, with cost and quality tracked.

What we build

  • Small tools

    Many small tools, each built for one job.

  • Local MCP servers

    Servers that connect AI assistants to your own tools and data.

  • AI chat

    Chat built on your catalog and content.

03 — Deliverables

What you get

Diagnosis
The problem, what it costs and the plan, in writing.
Tests
The checks a feature must pass, agreed in advance.
Feature
The AI feature in your store, with its infrastructure.
Monitoring
Cost and answer quality tracked after launch.
Handover
Documentation and a recorded walkthrough.
Owner
The founder signs the plan and answers for the result.
OE · AI & answer engines
04 — Related

Often paired with

  • →Shopify Plus BuildArchitecture · Integrations
  • →Analytics and marketing integrationsGA4/GTM · Klaviyo
  • →eCommerce ConsultancyRoadmapping · Tech stack audit

Related insights

  • A design system is ready for AI when it is written downRead →
05 — Contact

Tell us what holds growth back.

One conversation is enough to know whether we can help. If we can, we start with an initial audit, from USD 7,999.

Contact us→hello@ocean-essentials.com