AI delivered in real business scenarios
Cases shown with client consent; some details anonymized. Outcome data come from project delivery records, confirmed by clients, with baselines from before/after each implementation.
Hongdou Group · AI Training & Annual Strategy Advisory
Client challenge
AI adoption was limited to isolated tool trials and abstract concepts, with no shared understanding from executives to execution teams; the group needed high-standard delivery in serious scenarios, quantified as clear business ROI.
AI solution
AI training for all executives of Hongdou Group (Hongdou Co. 600400 / Tongsun Co. 601500 / Zishan Pharma) plus annual strategic consulting, delivered by Liang Jiwen, founder of Emergence Tech. Two core value directions are being advanced with the Hongdou IT team: decoupling business scale from headcount, and solidifying intangible digital assets.
Outcomes
Marginal labor cost reduction
SOP documents archived
Weier Precision · AI Quotation Specialist
Client challenge
High order volume with a complex, labor-dependent quotation/inquiry process — long cycles and accuracy to improve; teams and executives also needed dense raw-material and supply-chain intelligence, gathered manually with delays.
AI solution
The AI Quotation Specialist runs on a deeply fine-tuned manufacturing model, connecting 2D/3D drawing-to-BOM, six-library price maintenance and a costing workbench. Material, machine, packaging and transport costs are maintained and calculated automatically; AI inquiry negotiates with suppliers directly. An AI growth specialist with proprietary GEO technology additionally lifts the brand’s citation priority in AI answers.
Outcomes
Quotation cycle reduction
No calculation errors in processed quotes
QoQ inquiry growth
Zhijing Tech · Environmental Testing AI Platform
Client challenge
Complex instrument outputs had to be transcribed and calculated by hand into reports — slow and error-prone; quotation involved many interlinked cost parameters; contracts were scattered and hard to retrieve.
AI solution
An all-in-one environmental testing AI platform: raw monitoring files are auto-imported, parsed and computed into standardized reports for download, archiving and review; quotations are computed across parameters and scheduling for optimal pricing; contract management connects initiation, drafting and legal review, with AI semantic search over task ledgers.
Outcomes
Average report cycle reduction
Equivalent labor saved
Tongchuang Holdings · Energy AI Radar & Research Specialist
Client challenge
The group’s energy trading arm needed large monthly manual effort to gather information for analysts to produce procurement guidance reports, with extreme demands on data accuracy and research quality.
AI solution
The AI radar and research specialist works with zero human involvement: automated information gathering, cross-auditing and report generation, using a fine-tuned industry model plus internal dynamic datasets (inventory/cost/positions), moving reporting from monthly to weekly. For futures, minute-level web-wide scanning gives instant response to anomalies with AI-interpreted analyses pushed to stakeholders. Days of work compressed into half an hour.
Outcomes
Research timeliness improvement
Annual equivalent labor cost saved
State-owned Enterprise · AI Bid Specialist
Client challenge
Tender documents carry massive parameters under strict review; manual line-by-line checks are laborious, cross-department dependencies stretch bid preparation to days, making blind bidding impossible.
AI solution
The AI Bid Specialist monitors and captures tender documents in real time, extracts qualification thresholds and core technical clauses, and cross-checks them in seconds against the company’s qualification and past-bid libraries, auto-matching parameters and highlighting deviation risks. Once commercial forms are filled, it generates highly-aligned technical and implementation outlines; an audit agent performs a second compliance review (legal, formatting, sensitive words) before exporting a Word bid.
Outcomes
Bid preparation time cut
Qualification/format rejection rate
Mid-size Restaurant Chain · AI Restaurant Brain
Client challenge
Store, traffic and menu data were scattered with gut-feel decisions and no role-specific analysis; channel materials and promotions were produced slowly, with hard-to-track acquisition and conversion.
AI solution
An all-in-one decision platform integrating 20+ capabilities — collection, analysis, acquisition, scheduling — into daily workflows. AI aggregates multi-dimensional metrics into operating reports, derives channel campaigns and creative assets (boosted by Bidat GEO), and suggests staffing based on real load. A digital workforce matrix links store manager, admin and marketing into a closed loop: collect → analyze → acquire/schedule → review.
Outcomes
Monthly saving per store
Content/campaign conversion uplift
Prefecture Education Bureau · K12 Intelligent Teaching Platform
Client challenge
In response to the State Council’s "AI+ Education" action plan and the 15th Five-Year education plan, the bureau aimed to bring AI to all school stages, deepen homework-burden reduction, and build a data-asset-backed learning analytics system.
AI solution
A K12 intelligent teaching platform connecting home, school, class and bureau: 30+ features including auto-grading, customized test generation, wellbeing risk alerts and full-stage learning analytics — from individual student profiles to district-wide dashboards and cross-zone coordination.
Outcomes
Platform features
Multi-school pilot (as of Aug 2026)
