Transparent roadmap
CheckLink Research Roadmap
From practical risk signals to future trust intelligence.
What CheckLink does today
URL normalization
HTTPS signal
Redirect analysis
Final domain comparison
Punycode/unusual encoding signal
Lookalike/domain pattern signal
Deep subdomain signal
Email/link extraction tools
Manual review workflow
Static trust pages
What CheckLink does not claim today
No guarantee of safety
No production ML classifier currently claimed
No automatic malware sandbox
No full brand-monitoring automation yet
No stored scan history
No enterprise SIEM integration yet
What is planned next
More structured risk signal mapping
User-reported suspicious link review
Manual report improvements
Official Links profiles
Brand monitoring workflow
API beta
Optional operational tooling only if demand exists
Future research-inspired directions
Reputation feeds
Domain age / RDAP / WHOIS context
DNS/email authentication context
Screenshot/content review
ML-assisted scoring
Explainable signals
Graph/network analysis for brand impersonation
Human-in-the-loop feedback
Enterprise integrations
Philosophy
Transparent signals beat fake certainty.
Manual review reduces overclaiming.
Privacy-first tools are useful even before automation.
Automation should be added only when real usage justifies it.
Use what exists today
CheckLink is useful today because it shows practical risk signals, privacy-first tools, and manual review paths without pretending to know everything.