Fragmented data
Finance, procurement, projects and operations live in separate systems; ad hoc questions still require manual reconciliation.
MEMORY FUTURE
Bring what you know into what comes next.
Put enterprise data, rules and experience to work when the next decision matters.
01 — 05Scroll to explore
01 / WHY MEMORY
Organizations have accumulated a great deal. Using it at the right moment is harder.
Data lives in systems, rules in documents, and experience with people. When a question crosses teams and tools, the hard work is finding the evidence, agreeing on definitions, and deciding what to do next.
Different definitions
The same metric changes meaning when its scope, period or calculation differs.
Experience that fades
Past analyses and decisions remain in files or with individuals and are difficult to carry forward.
02 / OUR BELIEF
From keeping records to making better decisions.
Enterprise memory means making data, business rules and accumulated experience findable, verifiable and usable again within the right permissions.
01
Gather
Make scattered data and context traceable.
02
Verify
Make definitions, sources and access reviewable.
03
Use
Bring earlier learning into today’s question.
03 / HOW WE WORK
Products build capability. Services make it useful.
Products turn repeatable methods into tools. Services help teams put those tools to work in real processes. We start with the question, the data, the definitions and the access boundary, then test whether the answer can be understood and used.
01 / PRODUCT◯
Product path
Ask data in the language of business.
Our flagship product AskTable lets teams query and analyze enterprise data in natural language within governed permissions and business definitions, with answers they can check.
AskTable02 / SERVICE↗
Service path
Make capability work on the ground.
We support goal setting, data preparation, metric definitions, deployment and application validation through consulting, training and hands-on implementation.
Contact usStart with a question. Reach usable answers.
01
Define the problem
Choose a valuable use case and clear acceptance criteria.
02
Prepare the evidence
Map data sources, metric definitions and permissions.
03
Check the answer
Review results against metric definitions and data sources.
04
Keep improving
Refine data and configuration with real feedback.
FLAGSHIP PRODUCT / ASKTABLE
Give every question a basis in evidence.
Our flagship product AskTable lets business teams query and analyze data in natural language within their permissions and business definitions, and obtain answers they can check.
- Query and analyze data in natural language
- Data scope governed by identity and role
- Check answers against business definitions
04 / CUSTOMER STORIES
See what data can do in real situations.
AskTable is used across consumer electronics, supply chains, enterprise groups, finance and public services. Explore published cases from teams putting data to work.
In the past year, we served
5listed companies
3central SOEs
2provincial SOEs
Metals / Supply chain
Aluminum Corporation of China
AI-enabled procurement decisions
Plain-language data questions in the Green Star Link procurement platform lower the barrier to supply-chain analysis.
Read the full case
Engineering / Enterprise group
China Communications Construction
AI-driven group data intelligence
A data-intelligence engine adds project, expert, and outcome data to the knowledge system.
Read the full case
Maritime regulation
Shanghai Maritime Safety Administration
From maritime reports to instant answers
Governed access to multi-source maritime data brings ad hoc queries and trend analysis to seconds.
Read the full caseConsumer electronics / Global e-commerceHisense GroupOptimizing overseas e-commerce advertisingInstant retailHandsInBuilding an AI-native instant retail benchmarkCloud servicesKingsoft CloudEnabling self-service business analyticsSecurities and financeGuoyuan SecuritiesAI-enabled financial intelligence transformationPublic safetyProvincial Public Security DepartmentAI-enabled investigation intelligence
Explore all AskTable cases05 / THE TEAM
Deep in data. Close to the business.
Our work spans data platforms, AI engineering, product design and business analysis. We connect technical delivery with feedback from real teams to keep improving products and services people can use.
Data & engineering
Solve the underlying questions of integration, modeling and reliability.
Product & experience
Turn complex capability into an approachable way to work.
Delivery & consulting
Work from use-case choice and metric definition through application validation.
LET MEMORY WORK
Put accumulated knowledge behind your next decision.
If you are organizing enterprise data or bringing AI into business analysis, let us talk.
Contact the team