Connected semantic assetization, precise shot retrieval, visual planning, and editing review into an automated matching process for large-scale asset libraries.

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Sparki

Case

AI Video Editing Agent Cold-Start Growth

Result

Organic clicks increased by 117% in the first two months
Core keyword visibility achieved Google Page 1

What Changed

Aligned SEO, product messaging, and campaign creatives to help the AI video editing agent accelerate through cold start

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EV Briefing

Case

Industry Intelligence Report Generation

Result

Automated monitoring of 100+ data sources
End-to-end automated generation of deep industry reports

What Changed

Connected unstructured data processing, structured storage, semantic retrieval, and report generation into a full pipeline for automated industry insights.

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Business Scenarios We Focus On

Content Engine

Connect topic discovery, material integration, multimodal generation, human review, and multi-channel distribution into a continuous workflow that delivers text, image, audio, and video assets around the same topic.

Topic Signals

Trend Stream

User Questions

Competitor Content

Topic Clustering

Trend filteringIntent clusteringPriority scoring

Material Integration

Knowledge Base LookupIncremental Information ExtractionAsset Structuring

Multimodal Generation

Quality Control System

Factual verificationLogic checkCompliance controlManual review (optional)

Multimodal Distribution

Topic Signals

Trend Stream

User Questions

Competitor Content

Topic Clustering

Trend filteringIntent clusteringPriority scoring

Material Integration

Knowledge Base LookupIncremental Information ExtractionAsset Structuring

Multimodal Generation

Quality Control System

Factual verificationLogic checkCompliance controlManual review (optional)

Multimodal Distribution

Stable OutputMultimodal GenerationMulti-Channel Delivery

Restructure Business Workflows, Not Just Add AI

A method from problem definition to system operations

Define Business

Define boundaries and decision structures

Model Process

Turn experience into executable workflows

Run Systems

Continuously optimize operations through data feedback

Testimonials

“We process a large amount of automotive material every day, and the slowest parts used to be deduplication, value judgment, and publishing priority. Lingyi Engine did not start by selling us a model. They first mapped how our editorial desk actually works, then put AI into the places where it could remove real manual load. Screening and publishing coordination are noticeably smoother now.”

Ms. Zhou

Content Operations Lead, Gasgoo

“For news and financial video, the most time-consuming part isn't the edit itself—it's finding the right shots from tens of thousands of historical assets and matching them to the script. The system not only tags assets with fine granularity but also generates visual planning recommendations directly from voiceover semantics, saving the team massive amounts of time.”

Project Lead

Juniu Xiansheng

“At Sparki's early stage, we did not need more polished pages for their own sake. We needed overseas users to understand the product faster. Lingyi Engine looked at SEO, landing-page messaging, and paid creatives as one growth loop. As priority keywords started moving up, trials and user feedback became easier to connect.”

Lina Chen

Growth Lead, Sparki

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