AI AGENT / IMPLEMENTATION & OPERATIONS

AI agent implementation
and operations support

Website updates are piling up. Product content needs work. Analysis has not yet led to changes. PPP reviews your workflow and uses AI agents to carry out production, analysis, implementation and updates.

We agree on the work and scope after reviewing your current environment and who will check the results.

Discuss work you want to move forward with AI

Work you can ask us to support

Start with the work you need. We review your systems, data, update volume and reviewers to establish what we can support and agree on the scope.

WEB

Website creation, improvements and updates

Support from page planning and improvement ideas through design and code generation, implementation, and visual and functional checks. You can also discuss updates or changes to selected pages.

Example outputs: Pages or code, a record of changes and verification results

DATA

From measurement data to improvements and verification

Use data stored in BigQuery for aggregation, analysis and improvement planning. If website changes are needed, we agree on the implementation and verification scope as well.

Example outputs: Analysis, improvement proposals, agreed changes and verification results

EC CONTENT

Product content, multilingual adaptation and updates

Create and adapt descriptions and images for languages, markets and sales platforms. For product deployment and updates across Shopify and other platforms, we review the environment before agreeing on scope.

Example outputs: Descriptions and images, and agreed updates by language and platform

OPERATIONS

Operational support, including inventory management

Review how inventory data and product information are managed, and support centralized management and updates. Define the source of truth and where human review is needed.

Example outputs: Management and update procedures, review points and agreed update results

AI executes; people set direction and review results

We define the tasks AI agents carry out and when work returns for review.

Execute, revise and apply

Carry out work within the agreed conditions, then revise and apply changes based on review and instructions.

Results →← Direction & revisions

Set direction, review and request revisions

PPP checks progress and results and directs revisions. The client reviews decisions involving business direction, product information, publication and updates where needed.

We agree on reviewers and approval steps for published content, product information, prices, inventory and other business decisions. AI execution sits within a process that includes human review and judgment.
PSNY / OWN OPERATIONS

Practice from our own PSNY operations

In PSNY, the business run by PPP’s operator, AI agents are used in the following practical work. This is an example from our own operations, not a commissioned client project.

  1. Centralized inventory

    Use AI agents in the work of managing inventory centrally.

  2. Product content and implementation

    Create and implement descriptions and images tailored to languages and markets.

  3. Multi-platform deployment and updates

    Deploy and update products across Shopify and other sales platforms.

A conceptual workflow using the same AI icon at each stage. Arrows show how the stages connect.

At PSNY, AI agents execute, revise and apply work. The operator sets direction, periodically checks progress and results, and requests revisions.

AI at every stage

From BigQuery data to website improvements

Data stored in BigQuery ↓

  1. 01

    Analysis

    Review data to identify the current situation and opportunities

  2. 02

    Improvement planning

    Review findings and consider the direction

  3. 03

    Design, code and implementation

    AI generates and implements; the operator reviews and directs revisions

  4. 04

    Verification

    Check the changes and inform the next round

↺ Verification informs the next round of analysis and improvement. AI agents are used throughout; the operator sets direction and reviews the results.

From the first discussion to practical work

  1. 01

    Review the workflow and environment

    Discuss the work, websites, sales platforms, data and current procedures.

  2. 02

    Agree on scope and review

    Define the tasks, outputs, required information and access, and reviewers. Costs and timing are proposed with the scope.

  3. 03

    Execute, review and revise

    AI agents carry out the agreed work while PPP reviews results. We consult you on decisions and apply revisions.

  4. 04

    Share results and operating steps

    Share changes, verification results and points to monitor. Further work is scoped before proceeding.

We assess what we can support after reviewing the systems and data involved. The approach depends on access, usage conditions and the work required.

Tell us one task you want to move forward.

You may need to catch up on website updates, prepare product descriptions in different languages or turn analysis into changes. Share the site or platforms, the work, current procedures and who can review it, as far as you know.

Discuss work you want to move forward with AI