Use cases
Where reachability shows up
Your own exposure, what public sources already reveal about a competitor, adversary, or opponent, and authorized AI-stack assessments.
- 01
Public-footprint exposure
Board or CISO briefing on what models can already assemble from jobs, patents, vendors, and people pages.
- 02
Competitors, adversaries, opponents
Learn what lawful public sources already reveal about a rival, threat actor, or political opponent, without private access.
- 03
Pre-announcement review
Check whether hiring, filings, and partner posts reveal an unreleased site, product, or partnership before launch.
- 04
M&A and diligence
Map inferable strategy and capability signals for target or acquirer exposure without misrepresenting private data.
- 05
RAG mixed-sensitivity corpora
Authorized white-box: which document combinations cross clearance or policy boundaries in answers.
- 06
Deployed assistant leakage
Authorized testing of chat or agent surfaces for prompt and content disclosure paths.
- 07
Defense & public sector OPSEC
Outside-in reachability as a discipline, with scoped white-box only under formal authorization.
- 08
Continuous reachability program
License the software so your team can re-run outside-in maps on a cadence, under your operational control.
- 09
Internal platform / SOC tooling
Deploy Moyo as part of an AI security or intelligence workflow, with optional authorized white-box modules.