Market & Competitive Intelligence
Automated Market Research
Turn scattered sources into attributable, reviewable research that stays current.
Build source collection, deduplication, screening, fact extraction, citation, analysis, and human review around a market topic for briefs and focused studies.
Discuss the scopeChanges, evidence, and analyst review
Composed around your scope
Reference operating scenario
Typical objects, ownership, and next actions explain how this system works; this is not a live product.
Source diff
Source synthesis
Source A · previous
Reduce repeated source-gathering time
Awaiting comparison
Source B · current
Give research conclusions reliable provenance
Change awaits review
Fields, access, and integrations are confirmed per project
Does this sound familiar?
01
Competitor research depends on manual searches and screenshots, and the information is stale by the time it is complete.
02
Market signals lack source, date, and confidence records, so the team cannot separate facts from interpretation.
03
Research reports do not lead into product, sales, or content actions and are quickly forgotten.
Evidence and boundaries
Client Case
SNAPOP / LinkinPro
A multi-tenant content operations system connecting company knowledge, market signals, Wiki, creation, review, and publishing preparation.
Some external collection, video generation, and platform publishing capabilities require customer credentials and platform-specific acceptance.
SoloCore Product
SoloCore WebUI
A live enterprise AI workspace for multiple models, files, knowledge bases, and assistants.
Enterprise permissions, proprietary workflows, and business data integrations are scoped per organization.
How it works
01
Continuous monitoring
Collect authorized public signals by source and cadence.
02
Change comparison
Compare versions and retain original evidence.
03
Why it matters
Separate routine updates, risks, opportunities, and unknowns.
04
Brief & action
Route important changes to responsible teams and follow-up tasks.
What can change?
Research questions, sources, excerpts, judgments, and refresh cadence live in one evidence chain.
- Reduce repeated source-gathering time
- Give research conclusions reliable provenance
What we can build
01
Research questions and source strategy
02
Evidence library, citations, and screening queue
03
Recurring briefs and human-review workflow
Example system
Competitive Intelligence RadarThe reference build makes business objects, states, and workflow visible; it is not presented as client work.
Change radar
Concept Preview
Active
Collect authorized public signals by source and cadence.
Competitive research relies on ad hoc searches, so important changes surface weeks late.
Customizable to business boundaries
Business systems
Related capabilities
Reusable modules
Market research
Source snapshots, research briefs, and opportunity judgments
Knowledge ingestion
Versioned, structured knowledge assets
Evidence ledger
Citable evidence, conflicts, and approval state
Cited assistants
Cited answers, confidence cues, and feedback entry points
Workflow orchestration
Observable runs, stage artifacts, and completion states
Start from the current problem, without choosing technology first.
Share the current state, roles, available data, and first required outcome; we will define the reuse, integration, and custom boundary.