MoyoMap // Inference Exposure

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Map what the internet can infer about you.

MoyoMap identifies the sensitive conclusions that competitors, adversaries, and AI systems can assemble from your public information—even when no individual source reveals the answer.

The Problem

Your secrets may already be partially public.

Each of the following can be harmless alone. Combined by a human analyst—or, more cheaply, by a model—they support conclusions you never intended to publish.

  • 01 Job posting
  • 02 Employee LinkedIn post
  • 03 Patent filing
  • 04 Facility photograph
  • 05 GitHub repository
  • 06 Procurement notice
Problem // Synthesis Surface
SIGNAL 01 Job posting SIGNAL 02 Employee LinkedIn post SIGNAL 03 Patent filing SIGNAL 04 Facility photograph SIGNAL 05 GitHub repository SIGNAL 06 Procurement notice SENSITIVE CONCLUSION Unannounced capability at [SITE] — not disclosed in any single source CONF 0.87 · SENS HIGH

How It Works

Three stages

  1. 01

    Collect

    Collect public information connected to the target—posts, filings, photos, repos, notices, and more.

  2. 02

    Map

    Map inference paths toward sensitive conclusions. Score confidence and sensitivity. Attribute every edge to sources.

  3. 03

    Reduce

    Reduce exposure through targeted mitigations: reword, retime, redact, or restructure what you publish.

Full methodology

Example Output

A simplified inference map

Sources on the left. Conclusions on the right. Nothing below is a breach—only synthesis of what was already public.

Example Output // Inference Map
SOURCE Job posting SOURCE Supplier filing SOURCE Employee post INFERENCE New production line INFERENCE Likely launch window INFERENCE Facility location
No single source states the full conclusion Edges = reproducible inference steps
View a sample report

Product Ladder

Three offers. One acquisition sequence.

Email lead → paid external report → full-service white-box engagement—with authorization at each step.

Stage 01 Free or low-cost

Preliminary Scan

Fast public-source review. Initial findings delivered by email—enough to see if exposure is real.

  • · Public-source review
  • · Initial findings
  • · Email delivery
Scan My Exposure
Stage 02 Paid

Extended MoyoMap Report

Full public-source analysis you can brief leadership on—and act on—source by source.

  • · Full public-source analysis
  • · Inference-path map
  • · Source attribution
  • · Exposure ranking
  • · Recommended mitigations
Buy an Extended Report
Stage 03 Authorized

White-Box Assessment

Inside systems you authorize: corpora, RAG, known-secret tests, repeated probing, mitigation validation.

  • · Private document corpus
  • · Internal RAG and knowledge systems
  • · Known-secret testing
  • · Repeated model probing
  • · Mitigation validation
Request an Assessment
Acquisition Sequence Lead → Report → Engagement

01 · Email lead

Preliminary Scan

Capture interest with a free or low-cost public review.

02 · Paid external report

Extended MoyoMap Report

Deliver the full map and mitigations buyers can act on.

03 · Full-service white-box

White-Box Assessment

Authorize deeper testing only when the external case is clear.

Start // Preliminary Scan Stage 01

Begin with what is already public

No agents. No internal access. A preliminary map of what the internet—and the models reading it—can already assemble about you.