Chapter 27 — Industry Roadmap: From General Capabilities to Industry Workflows

An industry solution isn't swapping "generate weekly report, make PPT" for an industry name. Real industryization has at least four layers: industry objects, professional processes, systems & data, and responsibility & regulatory boundaries.

Five Questions to Identify Industry Scenes

1. What's the work object: orders, equipment, medical records, contracts, courses, or content material?
2. Which roles and systems complete the process together?
3. Which fields, definitions or versions must stay consistent?
4. What consequences do errors cause, and who holds final responsibility?
5. Which step is most repetitive, most time-consuming, and easiest to human-accept?

Only the fifth kind of step suits being a first-batch AI pilot.

Manufacturing

flowchart LR
    A[Equipment/production/QC records] --> B[Aggregation & field validation]
    B --> C[Anomaly & trend analysis]
    C --> D[Daily/weekly/quality report]
    D --> E[Human confirmation & loop close]

Scene	Input	Deliverable	Professional constraint
Production report	ERP export, shift sheet, downtime log	Output, yield, downtime cause	Consistent shift, material, process definitions
Quality record	Inspection sheet, images, standards	Defect classification, abnormal batches, report draft	Doesn't replace quality release
Equipment knowledge	Manual, repair log, fault codes	Troubleshooting suggestions, parts list	Safe operation and downtime permissions
Supply-chain weekly	Orders, inventory, lead time	Risk list, follow-up suggestions	Data time-point and supplier permissions

Cross-Border E-commerce

The hard part isn't single-content generation — it's multi-platform, multi-language, multi-currency, multi-timezone and multi-rule coexistence.

Scene	WorkBuddy workflow	Acceptance focus
Product listing	Product material → selling points → multi-language drafts → platform format	Params, banned words, trademarks and local expression
Customer service & reviews	Ticket clustering → reply drafts → FAQ update	Order facts, refund promises, tone
Business review	Orders/ads/inventory → unified definition → profit & anomalies	FX, timezone, attribution window
Supply-chain coordination	Purchase, lead time, logistics → risk list	Order numbers, time, owners

Finance, Consulting & Tax

These industries' core assets are evidence, analysis definitions and professional judgment. AI suits shortening material-processing time, not hiding sources then giving conclusions.

Scene	Basic version	Advanced version	Human gate
Industry research	Source table and material summary	Evidence matrix, periodic tracking	Opinion and investment implications
Consulting project	Interview minutes, material inventory	Hypothesis tree, analysis working paper, report	Recommendations and client commitments
Tax material	Receipt recognition, field check	Filing material list, diff check	Filing and tax judgment
Business analysis	Multi-table aggregation	Metric explanation, anomaly attribution	Accounting definitions and management decisions

Medical & Pharma

Medical & pharma emphasizes evidence level, version control, privacy and professional qualifications. First-batch scenes should avoid diagnosis and treatment decisions.

Scene	AI can assist	Shouldn't auto-complete
Literature organizing	Dedupe search results, summaries, evidence tables	Clinical conclusions and treatment advice
Production quality	Batch-record completeness check, training material	Batch release and deviation accountability
Medical/marketing material	Source check, banned-expression alerts	Promo-compliance final approval
Internal knowledge	Policy Q&A, version locating	Out-of-permission access to patient or trial data

Culture, Media & Advertising

The video-team case already showed a multi-Agent content pipeline. On industry落地, beyond creative efficiency you also need copyright, brand and publishing controls.

flowchart LR
    A[Hotspots & client brief] --> B[Topic scoring]
    B --> C[Script & storyboard]
    C --> D[Material & production]
    D --> E[Fact/copyright/brand review]
    E --> F[Manual publishing]
    F --> G[Data review]

Distillable assets: brand voice, banned words, fact-source library, licensed-asset library, platform-format templates, topic-scoring table, script Skill, storyboard templates and review metrics.

Education & Training

Scene	Input	Deliverable	Constraint
Enterprise training	Policies, courses, cases	Learning paths, decks, question banks	Version and applicable audience
Lesson prep	Curriculum standards, textbooks, learner data	Lesson plans, activities, exercises	Knowledge accuracy and age-fit
Learning feedback	Assignments, rubrics	Common problems, feedback drafts	No labeling by sensitive traits
Admissions content	Approved course material	Page and consult-script drafts	No exaggerating effects or promises

Construction Decoration & Tech Services

These industries are project-based — lots of material, many versions, long responsibility chains. WorkBuddy suits asset inventory, bid first-drafts, contract diffs and project weekly reports.

Scene	Deliverable	Risk control
Bidding	Response matrix, material list, bid first-draft	Item-by-item match to tender doc; don't fabricate qualifications
Solution design	Need summary, solution structure, report material	Professional calculation and drawings need qualified-personnel confirmation
Project management	Minutes, progress, risk and change lists	Version, sign-off and responsible party traceable
Contract & quote	Clause diffs, quote-table check	Amount, tax rate and commitments human-reviewed