Yunshu Zhiliang enterprise AI solutions

Save moneyReduce operating loss
Cut costRemove repetitive labor
Move fasterShorten cycle times
Control riskSpot problems earlier

Start with the workflow that matters most

We do not sell a generic chatbot. We redesign a complete business loop, define what AI can do, keep key decisions with people and verify the outcome.

Restaurant chainsStore operations · loss control · product development · reputation risk
Retail and e-commerceMerchandising · customer growth · content operations · supply chain
Cross-border commerceMarket research · inquiry · quotation · documents · fulfillment

Representative operating loops

Each solution begins with a business signal and ends with execution, write-back and a result that can be checked.

Store loss control

Forecast demand, recommend orders, compare theoretical and actual usage, create exception work orders and verify the saving.

New-product launch

Connect customer insight, cost screening, recipe trials, store tests, launch approval and post-launch review.

Merchandising Agent

Build a candidate pool, collect operating evidence, score opportunities, route human approval and read back trial results.

Growth operations

Turn leads, campaign content and channel data into prioritized tasks, exception handling and weekly result reviews.

Cross-border sales

Research the market, qualify inquiries, draft quotations, check documents and track order fulfillment across systems.

Reputation and risk

Detect negative signals, classify severity, escalate high-risk cases, drive store correction and confirm closure.

Measure AI in money, people, time and risk

01 · Beverage brand · loss control
Leading restaurant brand · loss control
RMB 3.6 million less loss per year

Turn loss exceptions into a traceable, assignable and verifiable process

The operating loop connects the loss baseline, root-cause signals, accountable work orders and finance verification.

Verified against finance data
02 · Restaurant group · labor efficiency
Restaurant group · labor efficiency
85 roles removed · RMB 8.5 million saved per year

Shift teams from repetitive execution to exceptions and decisions

AI takes on high-frequency work across delivery operations, lead handling and content production; people focus on quality, exceptions and strategy.

High-frequency work automatedKey decisions stay human
03 · Hakka cuisine · product development
Restaurant chain · new-product development
8-12 weeks → 3-4 weeks

Give the R&D team more time for tasting and store validation

AI connects customer insight, cost screening, trial records and store testing, cutting the development cycle to 3-4 weeks.

95%+ on-time preparationPeople decide the recipe and launch
04 · Chinese dining · reputation risk
Leading restaurant brand · risk alerts
From no control to alerts within minutes

Move reviews beyond replies and into store correction

The loop detects food-safety and reputation signals, sends minute-level alerts and drives a 24-hour corrective-action workflow.

24-hour SLAPeople decide high-risk cases
Case note: Client names are withheld under confidentiality agreements. The figures shown are results from real projects.