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Invictt AI

AI System Architecture Consulting

An honest answer on build versus buy, on-prem versus cloud, and which of these ideas is worth doing at all.

Time to value
2–4 weeks, deliverable is a document and a decision.
Deployment
Can run fully on your infrastructure
Category
Custom Software & Platforms
Two engineers reviewing technical designs together across dual monitorsThe manual version of this
A man relaxed at his desk with a laptop, hands behind his headOnce it's AI-assisted

01/The problem

The hard part of an AI programme is not the models. It is deciding what to build, what to buy, what to run in-house, and what to leave alone — and getting that wrong costs a year and a budget before anyone notices.

02/How it works

The operating model

What enters, what the system does with it, and what reaches you.
Read the detail behind each stage

01

Audit

Where the manual effort actually sits, what data exists and in what condition, and what your compliance position genuinely requires as opposed to what everyone assumes.

02

Prioritise

Every candidate scored on value against effort and risk. Some of them we will recommend you do not do, which is usually the most valuable part of the engagement.

03

Design

A concrete target architecture with the on-prem-versus-cloud decision made per component rather than as a blanket policy.

04

Cost

Real numbers: build cost, run cost at your volumes, and the break-even point where owning a fine-tuned model beats paying per token.

05

Roadmap

Sequenced so the first thing delivered pays for the second. You can hand the document to another firm if you would rather — it is yours.

03/What's included

What you actually receive

Concrete deliverables, not a statement of intent.

Opportunity audit across process, data and compliance posture

Value / effort / risk scoring with explicit do-not-do recommendations

Target architecture with per-component on-prem vs. cloud decisions

Build and run cost modelling at your real volumes

Vendor and open-model assessment

Sequenced, self-funding delivery roadmap

Built with

  • Architecture review
  • Cost modelling
  • Threat modelling
  • Vendor assessment

Tooling is chosen per engagement. This is what this kind of build typically uses, not a fixed stack we sell.

04/Also in this category

Custom Software & Platforms

The engineering foundation everything else runs on.

DesignBuildShip
A developer working late across three monitors of codeCustom software

Custom Software & Web Platforms

Internal tools and customer-facing web applications built to fit how your business actually runs, not bent to fit an off-the-shelf product.

Scope → Build → Ship and support

A laptop showing backend code on a desk, lit by afternoon sun through a windowBackend & APIs

Backend Systems, APIs & Modernization

The backend layer your AI, automation and applications actually run on — built clean, or untangled from what's there today.

Assess → Build or modernize → Document and hand over

Is this the problem you have?

Tell us what it looks like at your end. We will say honestly whether this is the right fit — including when it is not.

Ask about Architecture consulting