01 / AI & data stack assessment

Build your AI roadmap on solid foundations.

Know what to keep, improve or replace before you invest. We assess your business priorities, data and systems, then recommend a practical route into AI deployment.

Request a free AI conversation

30 minutes to discuss your business, one priority and a sensible next step. No obligation.

Does this sound familiar?

What we work through

Connect the AI opportunity
to the whole business.

Business value

Trace one important workflow, its decisions and the effort around it. Establish a baseline and the outcomes worth improving.

Data & architecture

Review pipelines, data products, analytics and shared definitions. Identify what AI can use reliably and what needs attention first.

Governance & privacy

Review ownership, access, retention, data location and vendor terms against your requirements. Set boundaries for model access and permitted actions.

Operating economics

Compare quality and full cost per completed case, including licences, inference, integration, monitoring, retries and human handling.

How we choose the right kind of intelligence

Use conventional software for exact calculations, permissions and policy checks. Evaluate AI where interpreting language or ambiguous information adds value. Shared definitions, traceable source records and representative tests support both.

Specialised decision models such as JEV may suit bounded classification tasks. Typed answers do not guarantee a correct judgment or deterministic model behaviour. We assess quality, latency and operating cost for the use case before recommending a component. Read TypeSafe’s technical overview.

A practical engagement

From a clear priority
to a useful next step.

  1. 01

    Map the current state

    Work with business owners and technical colleagues to understand the tools, information and constraints around the chosen workflow.

  2. 02

    Evaluate the options

    Compare configuration, conventional software, AI components and targeted changes. Test the assumptions that could change the decision.

  3. 03

    Make a recommendation

    Choose one best-fit approach with priorities, estimated costs, key dependencies and a scoped first implementation.

What you leave with

  • A current-state system and data map
  • Prioritised opportunities and readiness gaps
  • One recommended architecture, with alternatives explained
  • Cost assumptions, success measures and an implementation scope

An illustrative workflow

An order-status assistant starts with the order data.

A distributor wants AI to answer customer enquiries. The assessment checks whether customer records, orders and warehouse events agree before choosing the assistant.

Illustrative only. The systems, rules and results are agreed and tested for each engagement.

  1. Map the customer, order and fulfilment records.

  2. Define which events establish a reliable status and who can see it.

  3. Compare existing software with a focused integration and AI assistant.

A decision about the whole workflow, with the data work included in the scope.

Hands-on deployment

We can deliver it
with you.

We can take the agreed roadmap into a working pilot: connect the data, build or configure the solution and test it with your team. Rollout, ownership and support are agreed before deployment.

How we work alongside your team

A few practical questions.

Is this a free technical audit?

The free 30-minute conversation helps establish your priority and a sensible next step. A detailed assessment, its outputs and fee are agreed separately.

Will you recommend a complete rebuild?

Only if the evidence supports it. We first look at what can be retained, configured or improved. Keeping the current approach can also be a valid recommendation.

Can you guarantee ROI or compliance?

We build a business case using explicit assumptions and measure the pilot against a baseline. Results depend on the workflow and adoption. The review supports governance decisions; it is not a legal opinion or compliance certification.

Start with a conversation

Where could AI
help your business?

Bring one priority, a recurring problem or an idea you want to put into use. We’ll talk through the opportunity and a sensible next step.

Speak with Ahmed

Request a free AI conversation

30 minutes to discuss your business, one priority and a sensible next step. No obligation.

Detailed assessments and implementation are scoped separately. We agree the work, outputs and fee before starting.