FAQ category
AI With Judgement FAQ answers
Practical answers about using AI without outsourcing judgement, strategy, customer value, or responsibility.
29 answers are grouped here. Use this page when you want the category view, or return to the main FAQ index when you want search, category, and intent filters together.
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Can I share client work?
Please share only material you have permission to discuss, with unnecessary confidential information removed. We’ll agree before using any material in an AI tool. A public or fictional example can also give us something useful to work with.
Can mentoring help with my portfolio or a client project?
Yes. Bring a selected portfolio piece, brand, website, presentation or brief. We can look at its purpose, the audience, your reasoning and where a revision would help most. We’ll agree on a manageable focus beforehand; a session is not a promise to review or complete an entire project.
Can we work on positioning, proposals or pricing conversations?
Yes. We can examine what you offer, who it is for, how you explain its value and where a proposal or scope feels unclear. Bring an example and the decision you face. The aim is a clearer recommendation or conversation to test, without promising clients, income or a particular commercial result.
Do I need AI experience or paid tools?
You can start with no AI experience. Tell me what you want to do and which tools, if any, you already use. We’ll discuss any access or cost requirements before agreeing on a session that depends on them.
Do I need to book several sessions?
No. Start with one. If further sessions would be useful, we can agree on them individually.
How can mentoring help me use AI in my creative workflow?
We start with one real task, such as reviewing a brief, preparing a proposal or organising reusable knowledge. Together, we can work through the context and instructions an AI tool needs, try a small example and check the output. You leave with an approach to test in your own work.
How do I decide when AI should assist versus decide?
AI should assist when a human remains accountable. It should decide only in low-risk, reversible, well-bounded situations with clear rules and review paths.
How do I enquire about mentoring?
Email hello@rgd.cx with a little context, the question you want to work through and your time zone. A link to your work is welcome but optional. For AI mentoring, include the task you want to improve and any tools you already use. I’ll confirm whether I can help.
How do I know whether an AI-generated strategy answer is using my source material?
Check whether the AI answer names or reflects the actual source material, uses the same constraints, preserves key claims, avoids unsupported additions and can point to evidence. If the answer is fluent but generic, it may be drawing from broad pattern knowledge rather than your source pack.
How do I make AI-assisted content sound human without faking expertise?
AI-assisted content sounds human when it adds real context, examples, judgement, constraints and ownership, not just casual tone or manufactured personality.
How do I turn research into an AI knowledge pack?
Turn research into an AI knowledge pack by cleaning sources, grouping concepts, separating facts from interpretation, adding workflows and defining how the pack should be used.
How do we decide whether an AI workflow is useful?
We compare a small trial with how you currently do the task. We’ll look at the quality of the result, the checking and correction it needs, and whether it makes the work easier. A useful workflow should help you make better use of your judgement, with a clear point for human review.
How do you run an AI use-case boundary matrix?
Run an AI use-case boundary matrix by listing each task, its risk level, source requirements, customer impact, review need, allowed AI role, forbidden AI role and accountable owner. The matrix prevents teams from treating all AI tasks as equally safe or equally useful.
How do you set a review threshold for AI-assisted work?
Set a review threshold by deciding which outputs require light review, expert review, legal or compliance review, client approval or no AI use. Use risk, visibility, factuality, brand sensitivity and consequence as the deciding factors, not only how confident the AI sounds.
How long is a session, and where does it take place?
We’ll agree on the duration and meeting arrangements before you book. Include your time zone in your enquiry so we can discuss a suitable time. I’ll confirm the focus, fee and what is included together, so you can decide whether the proposed session fits what you need.
How much does mentoring cost?
I’ll confirm the fee and what’s included before you commit. Your initial enquiry carries no obligation to book.
How should teams disclose AI assistance without overstating expertise?
Teams should disclose AI assistance in plain language when it affects authorship, evidence, client expectations or public trust. The disclosure should not exaggerate capability or hide responsibility. Say what AI helped with, what humans reviewed and who owns the final judgement.
How should teams review AI-assisted strategy outputs?
Teams should review AI-assisted strategy outputs for assumptions, evidence, audience fit, originality, risks, feasibility and what still needs human judgement.
Is this mentoring, coaching or a done-for-you service?
I describe this offer as mentoring because we work with your situation and I contribute practical experience, questions and feedback. You remain responsible for your decisions and work. If you need someone to design, build or deliver a project for you, we should discuss a separate project scope.
What is creative mentoring with Richard?
Creative mentoring is a one-to-one working conversation about your practice, a project or a decision. Bring the context and something you want to move forward. I’ll help you examine the problem, question assumptions and consider your options, so you can choose a practical next step.
What is good friction in customer experience?
Good friction is intentional effort that increases trust, clarity, confidence or care. Bad friction blocks progress without creating value.
What is the difference between AI summarisation and knowledge synthesis?
AI summarisation condenses source material. Knowledge synthesis connects sources, resolves tension, extracts patterns and turns material into usable decisions, frameworks or outputs. Summaries are useful for compression; synthesis is useful when you need judgement across multiple sources.
What is workslop, and how do you prevent it in AI-assisted teams?
Workslop is low-quality AI-assisted output that looks polished but creates extra work for someone else because it is vague, unverified, badly scoped or not decision-ready. Prevent it with briefs, source requirements, acceptance criteria, review thresholds and ownership for final judgement.
What should go into an AI workflow guardrail?
An AI workflow guardrail should define what AI may do, what it may not do, what needs human review, what evidence is required and who approves the output.
What should I know before using AI for a research project?
Before using AI for a research project, define the question, source standards, privacy boundaries, acceptable use, citation needs, verification process and output purpose. AI can speed organisation and comparison, but it can also produce confident errors, weak synthesis or unsupported claims if review rules are vague.
What should I prepare for a mentoring session?
Bring one question or decision, a short explanation of the context and a relevant work sample if you have one. Include what you have tried and where you are getting stuck. You do not need a polished brief. We’ll agree on any specific preparation before the session.
What work should not be automated?
Work should not be automated when human judgement, trust, emotional nuance, accountability, creative taste or relationship value is the part the customer depends on.
Who is this mentoring for?
This mentoring is for designers, brand strategists, freelancers and people running small creative studios. You might be starting out, developing your independent practice or changing direction. The fit depends on the question you bring and whether my experience in strategy, design, digital delivery and AI workflows can help.
Will you build an AI workflow for me?
We can work through a small setup or example together where the session allows. Larger integrations, custom development and ongoing technical support need a separate scope.