03.02 / AI & knowledge
AI-assisted brand research
Use AI to organise and analyse customer reviews, competing offers, consumer questions and product hypotheses. Check material findings against available real-world evidence.

✦ / What do you need to work on?
What do you need to work on?
12 selected practice areas. Original numbers guide you through the full catalogue.
What you will receive
A research package to inform brand decisions. Generated personas do not substitute for research with real customers.
What helps us assess your question
The process to improve, users, available data sources, access restrictions and criteria for a useful outcome.
Start with a general outline. Confidential materials are shared only after agreement.
02 / How the work progresses
How the work progresses
Stages are agreed after reviewing your question. Some research runs in parallel; each decision depends on the quality of the available data.

Define the question
The process to improve, users, available data sources, access restrictions and criteria for a useful outcome.

Research and compare
Use AI to organise and analyse customer reviews, competing offers, consumer questions and product hypotheses. Check material findings against available real-world evidence.

Test the decision
Test outputs against reference tasks, data provenance, access rights and human oversight needs. Technical implementation is scoped separately.

Deliver and plan next steps
A research package to inform brand decisions. Generated personas do not substitute for research with real customers.
Methods and public sources
Sources are chosen for the product, market and period. These are reference databases and methods; a link does not imply partnership or endorsement of a project.
NIST · AI Risk Management FrameworkSBA · Market research & competitive analysisResearch does not replace laboratory testing, safety assessment, legal advice or an authorised specialist’s decision. The contract defines the scope of review and each party’s responsibilities.
03 / Scope and working arrangements
Scope and working arrangements
Before paid work starts, we agree the input materials, deliverables, timing, fees and involvement of qualified specialists.
