Cases

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

23%

Marginal labor cost reduction

11,000

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

80%+

Quotation cycle reduction

0 errors

No calculation errors in processed quotes

1.5x

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

72%

Average report cycle reduction

8 FTE

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

4x

Research timeliness improvement

¥650k

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

90%+

Bid preparation time cut

0%

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

22 hrs

Monthly saving per store

1.4x

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

30+

Platform features

Pilot

Multi-school pilot (as of Aug 2026)