Independent systems practiceUK · 2026

AI operations,properly engineered.

We design the operating layer between your commerce platforms, AI models, team tools and knowledge—so every action has a source, an owner and a visible approval path.

Every build is subject to API access, permissions and technical discovery.
UK-based Cross-platform Human-approvedCompany no. 17336326

The operating thesis

Your tools may be connected.
Your operation may not be.

Product data in one platform. Customer communication in another. Status copied into spreadsheets. Procedures scattered across documents.

We draw the line through that fragmentation: the trigger, the source of truth, the permitted action, the approval and the recorded result.

03 / Capabilities

Infrastructure for the work
between your tools.

From a focused audit to a connected operational system, every engagement starts with the process and builds only what the outcome requires.

01Connect

MCP integration architecture

A dependable context and tool layer across approved systems—with authentication planning, validation, testing and a clear handover.

  • Tool & server design
  • Permissions
  • Documentation
02Coordinate

Multi-agent workflow systems

Specialist agents with explicit roles, known inputs, permitted actions, controlled hand-offs and human checkpoints.

  • Role architecture
  • Approval gates
  • Exception routing
03Operate

Commerce & workspace operations

Join product, order and fulfilment events to Gmail, Sheets, CRMs and the operational views your team already uses.

  • Event routing
  • Operational ledgers
  • Status control
04Retain

Knowledge & handover systems

Structure procedures, decisions, prompts, runbooks and recovery steps so the system stays useful after launch.

  • Obsidian architecture
  • Runbooks
  • Recovery playbooks
Not sure where to begin?A workflow audit maps bottlenecks, access risks and the smallest practical first phase.Discuss an audit ↗

04 / Workflow families

One workflow.
Defined roles.
Visible control.

Representative patterns only. Final architecture is confirmed against your platforms, account access, data and operating requirements.

A
Discover

Product research

Collect authorised inputs, apply defined criteria and route shortlisted opportunities for review.

Review
B
Prepare

SEO & listings

Turn approved product information into structured keyword and listing drafts without hiding the publishing decision.

Approve
C
Operate

Fulfilment & tracking

Connect order events to the tools that monitor ownership, status and exceptions requiring attention.

Escalate

05 / Ecosystem

Designed around the stack
you already use.

We assess the platforms that matter to the workflow—then confirm what is possible against APIs, connectors, account tiers and permissions.

01Shopify02WooCommerce03Amazon04eBay05OpenAI06Claude07Gemini08Hugging Face09Gmail10Google Sheets11Obsidian12Make13Zapier14GitHub15n8n16Selected CRMs

06 / Delivery

From fragmented process
to controlled system.

A clear sequence keeps the build grounded in the operating outcome, the available access and the people responsible for it.

  1. 01

    Discover

    Define the outcome, bottleneck, systems, users, data and constraints.

  2. 02

    Map

    Identify the trigger, source of truth, roles, hand-offs and exceptions.

  3. 03

    Design

    Agree the smallest suitable architecture, boundaries and acceptance criteria.

  4. 04

    Build

    Implement the integrations, tools, agent roles and operational view.

  5. 05

    Test

    Test valid and invalid inputs, permissions, failures and recovery paths.

  6. 06

    Handover

    Document the system, explain its operation and define the next phase.

07 / The practice

Technical capability,
applied to real operations.

NAQVI ATLANTIC GROUP LTD is a UK-registered technology and automation company focused on MCP integrations, multi-agent systems and connected operational workflows.

We turn operating requirements into scoped technical systems with clear access, approvals, outputs and ownership. Clients are supported UK-wide through discovery, implementation, documentation and defined improvement phases.

01

Scope before software

Confirm the process, access and outcome before selecting tools.

02

Human control

Keep explicit approval around sensitive, financial and public actions.

03

Secure access

Never embed passwords, recovery codes or payment credentials.

04

Documented delivery

Include boundaries, test cases, runbooks and handover material.

08 / Clarity

Questions before
the first build.

Have another question? Email our team ↗

01What is Model Context Protocol?

MCP is an open standard for connecting AI applications to external tools and data. We use it where it gives a system a clearer, maintainable way to access approved capabilities.

02Can you integrate every platform?

No responsible team can promise that before discovery. Feasibility depends on the platform’s APIs or connectors, your account tier, permissions, data sensitivity and the action required.

03Can you build a fully autonomous operation?

We design the right level of automation for the risk. Sensitive, financial and public actions should usually retain an explicit human approval point.

04Do you work with existing automations?

Yes. We can audit existing Make, Zapier, n8n or custom workflows, keep what is sound and redesign the weak hand-offs, access controls and recovery paths.

05What do you need to quote a project?

A useful starting point is the workflow you want to improve, the systems involved, where it currently breaks down and what a successful first phase would change.

06Do you offer ongoing support?

Yes. Support can be scoped around monitoring, maintenance, documentation updates and defined improvement phases after handover.

Start with the bottleneck

Make the first phase
realistic and valuable.

Tell us which systems are involved, where the process breaks down and what a successful outcome would look like. We will help define a practical first phase.

sales@naqviatlanticgroup.com ↗ Available UK-wide
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