Move marketing videos from one-off creation to batch production.
For e-commerce, brand and content teams: connect product information, marketing scripts, video generation and human review to reduce repetitive work and keep a batch of tasks moving.
Using AI, but still making product videos one at a time?
As products, selling points and language versions multiply, preparing scripts, generating assets, downloading, assembling and reviewing them still involves repetitive manual work.
We connect these steps into a workflow: prepare product information in one place, organize scripts and videos by task, keep human review at key stages, and return results to the task records.
See the videos, then the production records.
These anonymized records cover specific project phases: scheduling, publishing and asset accumulation. Their periods and units differ, so they cannot be combined into a fixed-capacity claim.
Workflow video samples
4 short videos from overseas projects, around 15 seconds each. Play them to see the visuals, voiceover and captions as delivered.
The demos retain their original audio and embedded captions. Titles and descriptions below are localized.
Overseas project 01: Product-in-context short videoOverseas project 02: Product-detail short videoOverseas project 03: Presenter-led short videoOverseas project 04: Product showcase short videoProject A: Cross-border ecommerce content workflow
- 10–12 videos/day — Steady scheduling range
- 200–240 videos/month — Monthly production queue
Product information, scripts, generation tasks and human quality checks enter a daily production queue. These ranges describe plans and queue size, not guaranteed accepted output.
Project B: Overseas short-video workflow
- 57 videos — Final publications in one round
- 34 videos — Passed on first review
- 23 videos — Reworked and repaired
- 120 shots — New reusable shots
34 first-pass videos plus 23 reworked videos make up the 57 final publications in that round. The 120 shots are library assets, not additional published videos.
Public feedback example: 176 videos accumulated 46,307 public views.
This is a separate collection's cumulative view count. It is not added to the single-round publications or monthly queue above, and is not used to infer engagement, conversions or revenue. Engagement and conversion data are shown only with permission and an agreed definition.
The cases illustrate batch production, failure recovery, human quality review, reusable assets and feedback. They do not establish fixed capacity for every customer.
From one-off tool use to queued content delivery.
For short ecommerce videos, people focus on product judgment, creative direction and final quality checks. The system handles repeated handoffs and records task costs and outcomes.
One-off tool use
Copywriting
Prepare product selling points, copy them into a website or app, and download each generated result.
Creative planning
Break down scripts and storyboards one by one, passing versions through chats and spreadsheets.
Assets
Upload references, find shots, repeat generation and archive assets manually.
Post-production
Edit, voice, export and submit each item for review. Find the right files again whenever revisions are needed.
AI production workflow
- Product information
- Script
- Asset validation
- Image / video / TTS API
- Production queue
- Retry failed tasks
- Human quality review
- Publish and record results
Failures are handled within budgets and retry limits. After human quality approval, publishing runs only through authorized channels and records its outcome. Successful generation does not mean an output is accepted or published.
Measure accepted output, unit cost and labor hours.
Illustrative comparison · not a quote, measured result or performance promise
This example compares recurring monthly inputs for the same assumed video specifications and quality criteria. Real projects must test samples, acceptance rates and rework before recalculating costs and capacity.
Traditional team
4 roles: copywriting / creative planning / assets / post-production
- Accepted videos/month: 80
- Cost per accepted video: CNY 1,000
- Labor hours/video: 8
- Illustrative monthly cost: CNY 80,000
- Staff and management: CNY 72,000/month
- Software / assets / administration: CNY 8,000/month
AI workflow
Quality operations + model APIs + cloud resources + ongoing maintenance
- Accepted videos/month: 200
- Cost per accepted video: CNY 290
- Labor hours/video: 1.5
- Illustrative monthly cost: CNY 58,000
- Quality operations: CNY 25,000/month
- Model APIs: CNY 18,000/month
- Cloud resources: CNY 7,000/month
- Ongoing maintenance: CNY 8,000/month
2.5× — Illustrative accepted output (200 ÷ 80)
↓ 71% — Approx. reduction in unit cost (1 − 290 ÷ 1,000)
↓ 81% — Approx. reduction in labor time (1 − 1.5 ÷ 8)
One-off implementation fees are excluded from this monthly example and must be itemized and amortized in real estimates. Model costs must include failures and retries. Separate staff management from software administration to avoid double counting. Labor hours are cumulative team effort, not video-generation waiting time.
Real projects require retesting against their assets, quality, staffing and budget. The illustrative differences do not imply that customers will achieve the same results.
Explore batch video production
The batch marketing video production workflow
Connect scripts, shots, voiceovers, subtitles, assembly and review around your products and marketing tasks.
Combine Alibaba Cloud, Volcengine, MiniMax and Kling AI as the project requires. Models support individual production tasks.
Product selling points and marketing scripts
LLM · Language and reasoning models
Language models help organize scripts and storyboards.
Organize scripts and storyboards around product information, target audiences and content requirements.
Product scenes and video shots
Image models · T2V / I2V video models
Choose image generation, text-to-video or image-to-video according to the asset requirements.
Organize assets and generation tasks around the product, use cases and selling points.
Multilingual voiceovers and subtitles
TTS voiceovers · ASR transcription · Subtitles
TTS synthesizes speech; ASR transcribes audio when text is needed.
Configure voiceovers and subtitles for the target language, reusing suitable existing assets.
Batch assembly, review and delivery
Workflow orchestration · Assembly · Human review
Workflows and processing tools handle scheduling and assembly; people review the final output.
Connect scheduling, assembly, failure handling and human review to deliver finished videos together.
This is a project-specific service workflow. Platforms, languages and automation scope are agreed for the selected plan and version. The installed Video Factory product is limited to the current guide and verified workflows.
Reference architecture
Business entry points
Website, support, Feishu, DingTalk, CRM and internal systems
Receive questions, content tasks or leads, and return results to the systems the team already uses.
AI workflow
Agent orchestration, RAG, human review, model routing and task queues
Define steps and permissions, review gates, retry limits and human handoffs. Keep an activity record for each step.
Model connections and task routing
Capabilities from Alibaba Cloud Model Studio, Volcengine Ark, MiniMax and Kling AI
Select models by task and account permissions. Record provider, version, usage and cost. Commercial entitlements follow the currently confirmed scope and formal orders.
Cloud operations and data
Customer accounts on Alibaba Cloud or Volcengine; compute, object storage, databases, networking, logs, monitoring and backups
Run workflows and store business state in the customer's authorized cloud environment. Cross-platform model calls require separate confirmation of data scope, regions and costs.
This is a reference architecture, with products selected as needed. The final combination depends on account access, regions, concurrency, data security and cost targets.
Platform capability matrix
Define tasks and quality criteria before assessing models. The matrix shows combinations prioritized for evaluation; actual connections depend on account permissions and sample results.
Model capability evaluation matrix| Production task | Alibaba Cloud Model Studio | Kling AI | MiniMax | Volcengine Ark |
|---|
| Text / reasoning | For evaluation | Not included in this matrix | For evaluation | For evaluation |
|---|
| Image generation | For evaluation | For evaluation | For evaluation | For evaluation |
|---|
| Video generation | For evaluation | For evaluation | For evaluation | For evaluation |
|---|
| TTS / audio | For evaluation | Not included in this matrix | For evaluation | Not included in this matrix |
|---|
✓ Consider for evaluation; — not included in this matrix, which does not mean the platform lacks that capability. Volcengine speech services may be assessed separately; they are not the same interface or entitlement as Ark.
Models, regions, pricing, access and commercial entitlements depend on the customer's account, currently confirmed rights and formal orders. A check mark indicates an evaluation option, not unrestricted access or a uniform discount. Cloud and model products are supplied by the platforms; YUEYU provides workflow development, system integration and deployment.
Alibaba Cloud, Volcano Engine, MiniMax and Kling AI can be integrated on a project basis. Agency partnerships are with Alibaba Cloud and Volcano Engine. Cloud and model products are supplied by the platforms; YUEYU provides workflow development, system integration and deployment.
Alibaba Cloud Model Studio model documentation
Alibaba Cloud Model Studio model documentationKling AI products and developer platform
Kling AI products and developer platformMiniMax developer platform
MiniMax developer platformVolcengine Ark documentation
Volcengine Ark documentationChoose how to work with us
Already have tools? Purchase model services only. For AI workflow implementation, choose deployment assistance or managed operation. Marketing videos can also be delivered as finished productions.
Model procurement
For teams with tools that need model services
We help with official model procurement, account integration and usage reconciliation, while you keep your existing products and workflows.
Model usage is billed through the official provider account.
Deployment assistance
For teams that want to operate an agreed AI workflow
We implement the agreed AI workflow on your computer or server, with training and handover for daily operation by your team. Video Factory is one product we can deliver.
Deployment service fee plus maintenance as needed; you pay model costs.
Managed operation
Your team handles content; we handle operation
We implement the agreed workflow and task entry points and manage the runtime environment. Your team submits requests and reviews results.
Priced by runtime usage and service scope.
Finished video delivery
Provide the brief and materials; receive finished videos
Our marketing video production service covers scripting, generation, post-production and quality checks, with delivery to the agreed specifications and revision scope.
Quoted by video specifications and the number accepted.
View video production pricingView deployment and usage guideOther enterprise AI workflow services
Knowledge retrieval, customer support assistance and lead qualification or follow-up can be assessed separately when needed.
Knowledge search and customer support
Retrieve approved information within access limits, cite sources and hand off to a person when evidence is missing.
- Knowledge sources and access permissions
- Working Q&A entry point and human handoff
- Evaluation samples, configuration and maintenance guide
Connect authorized sources to retrieval and route questions to enabled text models by complexity. Integrate object storage, customer accounts, ticketing and activity logs.
Use an agreed question set to check answers and sources. Test unauthorized access and unanswered questions, then compare response times and cost per answer. Agree targets before implementation.
Lead qualification and follow-up
Deduplicate, assign and track leads in one flow. AI prepares summaries; people approve consequential external actions.
- Field mapping and lead-routing rules
- System connections, reminders and error handling
- Activity records and human intervention
Connect existing forms and sales systems to authorized classification and summarization models. Run workflows in the customer's cloud and record each handoff in databases and logs.
Simulate new leads, duplicates and interface outages. Verify assignment, reminders and recovery. Assess workflow completeness and response times; review conversion separately against actual business results.
How it works
Define the need
Review the process, time spent and issues; agree on goals and acceptance criteria.
Build and test
Connect the required systems and test the workflow and interfaces, retaining human review and access controls.
Plan resources
Choose models and cloud resources for the workload and data requirements; specify usage and budget.
Handover and support
Provide usage and maintenance guides, with checks, troubleshooting and adjustments as agreed.
Compare current labor and tool costs with the proposed resource, implementation and maintenance costs over the same period. YUEYU TECH makes assumptions and cost boundaries explicit so you can decide whether to proceed.
Market context · External research published in 2025, not YUEYU TECH customer results.
External research describes the gap between adoption and implementation. These are not YUEYU TECH customer results, nor do they describe every business.
78% — Use AI in at least one function
McKinsey survey report, March 2025. The corresponding share for generative AI was 71%.
McKinsey · The state of AI>80% — Have not seen a significant earnings contribution
McKinsey's June 2025 report on enterprise generative AI initiatives.
McKinsey · Agentic AI advantageAbout 1% — Consider their generative AI rollout mature
U.S. executive respondents in McKinsey's 2025 report, not a global census of businesses.
McKinsey · Superagency41% — Of generative AI prototypes reach production
Average in Gartner's 2024 enterprise AI survey; research published in June 2025.
Gartner · AI Maturity MattersAlibaba Cloud, Volcano Engine, MiniMax and Kling AI can be integrated on a project basis. Agency partnerships are with Alibaba Cloud and Volcano Engine. Cloud and model products are supplied by the platforms; YUEYU provides workflow development, system integration and deployment.
Verify our Alibaba Cloud and Volcano Engine partnerships
Hangzhou Yueyu Technology Co., Ltd. is an Alibaba Cloud agency partner and a Volcano Engine agency partner. Both partnerships can be verified through the respective official channels.
Enter the full company name on the Alibaba Cloud lookup page or under “Partner lookup” on the Volcano Engine website:
杭州月瑀科技有限公司
Open Alibaba Cloud partner lookupOpen Volcano Engine partner lookupDiscount eligibility depends on your actual requirements.
Model and cloud costs follow confirmed entitlements, regions, usage and formal orders. Alibaba Cloud policies depend on approval and customer orders; other platforms are checked individually. The matrix is not evidence of agency rights or a uniform discount.
- Customer entity and account eligibility
- Products, specifications and billing model
- Purchase and deployment regions
- Expected usage and procurement period
- Offer validity and eligibility rules
Discounts are assessed for each customer. We do not promise a uniform rate or include unconfirmed discounts in a firm quote.
Separate pricing for models, resources, implementation and operations.
Model / API fees
Model calls or applicable service entitlements are itemized by product, usage and order. Calls through your own account and entitlements YUEYU TECH may sell are explained separately.
Cloud resource fees
Compute, storage, databases and networking are itemized separately from models, based on the customer's actual Alibaba Cloud or Volcengine orders.
Implementation fees
One-off costs for requirements, design, configuration, development, system connections, migration and acceptance testing.
Ongoing operations and tuning
Recurring services for monitoring, incident resolution, knowledge updates, workflow changes and performance improvement after launch.
Prices, service scope, regions and transaction terms follow official documentation, confirmed entitlements and actual customer orders. Confirm account permissions, data transfers and regional requirements before enabling paid calls or switching platforms. YUEYU TECH provides model services, workflow implementation and operations; it does not promise business results on a platform's behalf.
Explore batch production for your video tasks.
Tell us your product count, available assets, video specifications, target languages and update frequency. We will help identify a suitable workflow and way to work together.
What we’ll cover
- Product count and existing assets
- Video specifications and target languages
- Update frequency and review process
- Engagement model and budget range
Explore batch video production
View deployment and usage guide
Initial requirements discussions are free. Sample validation, custom development and paid cloud resources begin only after scope and fees are agreed.
Understand engagement options, deployment, models, data handling and costs.
Read the workflow and model services FAQ
