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07 · KNOWLEDGE & EVIDENCE

Business knowledge and market research

Turn documents, filings, financial data, research notes, and external sources into a permission-aware system for search, citation, and ongoing analysis.

Let every judgement return to its source, date, and context—while preserving counter-evidence, disagreement, and follow-up work.

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WEILIAN ANXIN / market-intelligencePRODUCT INTERFACE
Enterprise Knowledge and Market Research Systems primary interfaceEnterprise Knowledge and Market Research Systems secondary interface
Document ingestion and OCRBusiness system interface
THE BUSINESS PROBLEM

Where daily work and management decisions become harder.

Research material is difficult to reuse

Knowledge answers require dependable citation

Markets and metrics use inconsistent definitions

Conclusions and counter-evidence lack version control

Where it fits

Built for work that
standard software misses.

We start with one high-value workflow, make its scope and operating risks explicit, and expand only after the first version is proven in use.

01

Research material is difficult to reuse

02

Knowledge answers require dependable citation

03

Markets and metrics use inconsistent definitions

04

Conclusions and counter-evidence lack version control

Operating flow

How work moves
through the system.

Roles, permissions, review points, and exception rules are adapted to the customer’s current operating model.

01
Connect documents and data

Import files, tables, images, filings, notes, and external data.

02
Parse and index

Extract text, tables, dates, and sources with permissions and retrieval indexes.

03
Frame the research question

Create a question, comparison, monitoring task, or research brief.

04
Retrieve support and counter-evidence

Search relevant sources, contrary views, and still-missing information.

05
Review with an analyst

Check citations, dates, and reasoning before accepting a conclusion.

06
Version the conclusion

Save the new view and schedule the data or events that require monitoring.

EVIDENCE CHAIN

Question, source, counter-evidence, and conclusion remain linked

Select a stage to inspect the operating rhythm that distinguishes this class of system.

Product surfaces

Inspect the controls,
states, and outputs.

These interfaces come from real business workflows. Public screens remove customer-sensitive data while preserving the operating structure.

Enterprise Knowledge and Market Research Systems product interface 1
Document ingestion and OCRExtract text, tables, dates, and sources with permissions and retrieval indexes.
Enterprise Knowledge and Market Research Systems product interface 2
Cited question answeringCreate a question, comparison, monitoring task, or research brief.
Scope

Choose the modules
the workflow requires.

Modules can be delivered independently or connected to existing software after discovery confirms the data and permission boundaries.

01Document ingestion and OCR
02Enterprise knowledge base
03Cited question answering
04Research notes
05Evidence graph
06Conclusions and monitoring tasks
Engineering decisions

Technology follows
the operating requirement.

Data volume, latency, security, and current systems determine the final architecture.

ENGINEERING 01

Hybrid retrieval and reranking

Combine keyword, vector, and structured filters for professional material.

ENGINEERING 02

Evidence-level citation

Tie answers to source excerpts, document versions, and dates.

ENGINEERING 03

Point-in-time consistency

Organise research around information available at the time of the decision.

Project boundaries

Scope and operating
conditions stay explicit.

  • Public screens remove company, data, and opinion-sensitive information.
  • External sources remain subject to permission and copyright terms.
  • The system supports research work and does not provide investment advice or guaranteed outcomes.
IMPLEMENTATION & HANDOVER

Agree the scope, integration needs and ongoing support.

Agree development, deployment, training, maintenance and customer involvement, with cost and acceptance documented for the project.

Delivery scope

  • Knowledge and retrieval system
  • Research workspace
  • Evidence and citation mechanism
  • Data integration and evaluation report

Existing systems and information

  • PDF / Word / Excel / images
  • Enterprise drives and knowledge tools
  • Databases and market-data APIs
  • OCR and document parsing
  • SSO / permissions / watermarking
  • Reporting and research workflows
START A CONVERSATION

Start with the work that most needs to improve.

Tell us how the work happens today, where time is lost, which systems you use and what needs to improve. We can then discuss scope, implementation and collaboration.

Discuss your business needs ↗