AI Research & Market Analysis
Public information research, competitor review, product research, trend summaries, and structured reports.
Research
AI Research & Market Analysis
Public information research, competitor review, product research, trend summaries, and structured reports.
Data Annotation & AI Evaluation
Response evaluation, rubric-based review, content quality checking, instruction following, and error analysis.
AI Workflow & Prompt Design
Prompt templates, repeatable workflows, research frameworks, task routing, and automation planning.
SERVICES
Practical AI support for research, evaluation, and workflow execution
Focused support for overseas clients who need clearer information, better AI outputs, and repeatable working systems.
Data Annotation & AI Evaluation
Response evaluation, rubric-based review, content quality checking, instruction following, and error analysis.
EvaluationAI Workflow & Prompt Design
Prompt templates, repeatable workflows, research frameworks, task routing, and automation planning.
Prompt SystemE-commerce Content Optimization
Listing review, product page improvement, customer feedback analysis, buyer pain points, and content checklists.
E-commercePROCESS
A simple workflow from brief to deliverable
- 01 ClarifyConfirm the goal, context, audience, constraints, and output format.
- 02 ResearchCollect information, compare sources, and organize useful material.
- 03 EvaluateCheck quality, relevance, instruction following, consistency, and gaps.
- 04 DeliverPrepare a clean brief, checklist, prompt template, framework, or final note.
Platform fit
Where this work fits
The same core skills can support both AI task platforms and direct freelance clients.
Fiverr
AI research, market analysis, e-commerce review, prompt design, workflow planning.
Stellar AI
AI response evaluation, reasoning review, rubric-based scoring, writing tasks.
DataAnnotation
Instruction following, response comparison, data labeling, safety review.
Creative portfolio
Selected Visual & AI Work
A compact selection of AI-assisted fashion, cultural, and concept visual projects created through prompt engineering and visual direction.
ChatGPT Visual Works
Visual direction and prompt design for AI-assisted fashion concepts.
Fashion Poster Series
Concept boards for editorial qipao campaign styling.
Cultural Knowledge Posters
Cultural and educational ideas organized into visual systems.
Jinbo Qipao Collaboration
Prompt-led product visualization for a modern qipao collaboration.
Research systems
Research and monitoring systems
My previous research practice has been converted into practical systems for information tracking, structured analysis, and repeatable report delivery.
Policy & Sector Research
Track policy updates, industry changes, market narratives, and key risks.
Company & Competitor Research
Compare companies, products, positioning, strengths, weaknesses, and opportunities.
AI News Briefing
Summarize AI news, product updates, funding events, and tool changes.
Signal & Source Monitoring
Monitor public sources, organize useful signals, and turn noise into clear summaries.
ABOUT
About Pencil88 Studio
FAQ
Frequently asked questions
Clear answers for clients who are considering AI workflow, prompt, research, e-commerce, evaluation, or bilingual review support.
What is AI workflow design?
AI workflow design means turning a repeated task into a clear process that uses AI at the right steps. It can include source collection, prompting, review, editing, quality checks, and final delivery formats.
What is prompt engineering?
Prompt engineering is the practice of writing clear instructions, examples, constraints, and output formats so an AI tool can complete a task more reliably and consistently.
How can AI help e-commerce sellers?
AI can help sellers research competitors, summarize customer feedback, improve product listings, draft content variants, build visual concepts, and organize repeatable content workflows.
What is AI evaluation?
AI evaluation is the human review of AI-generated outputs. It checks whether an answer is accurate, relevant, safe, well-reasoned, properly formatted, and aligned with the user instruction.
Can you create AI fashion visuals for online stores?
Yes. I can help plan AI fashion visual concepts, write image prompts, organize style directions, select usable outputs, and prepare poster or product-content ideas for online store presentation.
Do you support Chinese-English bilingual projects?
Yes. I support Chinese-English content review, meaning comparison, localization notes, bilingual research summaries, and cross-border e-commerce communication materials.
AVAILABLE FOR PROJECT WORK
Need a clear AI workflow, research brief, or evaluation support?
Share your project details and I will help turn the task into a clear, usable deliverable.