AI with a defined job inside a real workflow
Add AI where interpretation or drafting helps people do the work.
We add AI for a specific task such as interpreting information, assisting research or preparing a draft for review. Reliable records, rules and human approval remain where the workflow needs them.
When this is useful
- A team repeatedly interprets the same kind of unstructured information.
- Research needs assistance but the source and output must remain reviewable.
- Drafts take time to prepare from approved records.
- An existing AI feature is disconnected from the work that follows.
What we deliver
Task and suitability review
Decide whether AI is appropriate or whether rules and better records solve the problem more reliably.
Approved context and data
Define the information the feature may use and how it is retrieved.
Product or workflow integration
Place the AI step where its output can be used, reviewed or corrected.
Structured output and guardrails
Constrain output where the task needs predictable fields, limits or citations.
Human review and evaluation
Set approval points and test representative cases before wider use.
Illustrative example
AI inside a controlled workflow
- 1.A defined input reaches the AI step.
- 2.The model returns a constrained result or draft.
- 3.A person reviews or corrects it where needed.
- 4.The approved result continues through the normal system.
AI output can be wrong. We do not promise a guaranteed outcome and we keep deterministic rules, reliable records and human approval where they are required.
Questions we are asked
Do you need to rebuild the application?
Not necessarily. We review the current system first and agree whether repair, extension, modernisation or a bounded replacement is justified.
Can you work with an existing team or agency?
Yes. We agree access, communication, client ownership and handover responsibilities before work starts.
How does work begin?
We examine one real user or staff journey, review the relevant system, then agree a bounded scope and acceptance checks.
Give AI one useful job
Describe the input, the decision or draft needed, and where a person should review it.