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§ VISORBISHOP

Cross-platform AI/LLM exposure.
Population-scale visibility.

0
Platforms covered
0
Confirmed instances
0
Critical unauth
0
Research iterations

Platforms

Coverage

Platform Category Confirmed Critical Rate Iter
LiteLLM Gateway 2,710 283 10% iter-6
MLflow Tracking Experiment tracking 806 120 15% iter-7
Phoenix Observability 89 79 89% iter-2
Promptfoo Evaluation 11 10 91% iter-5
Kubeflow ML orchestrator 1 1 100% iter-8
Langfuse Observability 242 0 0% iter-1
PostHog Product analytics 187 0 0% iter-8
Langflow LLM pipeline 182 0 0% iter-8
Dify LLM pipeline 105 0 0% iter-8
Apache Airflow ML orchestrator 59 0 0% iter-8
Weights & Biases Experiment tracking 42 0 0% iter-7
LangSmith Observability 28 0 0% iter-1
Argilla Annotation 25 0 0% iter-5
OpenLIT Observability 19 0 0% iter-1
Helicone Observability 5 0 0% iter-1
Prefect ML orchestrator 4 0 0% iter-8
AgentOps Observability 2 0 0% iter-4
Lunary Observability 1 0 0% iter-1
Pezzo Observability 1 0 0% iter-1
Opik Observability 1 0 0% iter-4

Coverage

Confirmed instances by platform

Each row is a platform fingerprint. Outline bar = confirmed instances; filled accent bar = critical (unauth) subset.

0 542 1084 1626 2168 2710 LiteLLM 2,710 Gateway MLflow Tracking 806 Experiment tracking Phoenix 89 Observability Promptfoo 11 Evaluation Kubeflow 1 ML orchestrator Langfuse 242 Observability PostHog 187 Product analytics Langflow 182 LLM pipeline Dify 105 LLM pipeline Apache Airflow 59 ML orchestrator Weights & Biases 42 Experiment tracking LangSmith 28 Observability Argilla 25 Annotation OpenLIT 19 Observability Helicone 5 Observability

Geography

Where the exposure lives

Critical instances by country, top 10. Bars scaled to maximum.

0 30 60 90 120 150 US 150 DE 70 CN 48 FR 28 FI 22 IN 19 SG 15 JP 15 NL 15 AE 10

Methodology

Every row above is a confirmed instance. Multi-probe fingerprint match, not a single dork hit.

Each platform fingerprint runs 2 to 4 platform-specific endpoints before counting an instance as confirmed. Critical instances are reachable without authentication and disclose data of consequence: project lists, run history, model catalogs, experiment artifacts. Host identifiers are held privately; this page shows the population picture.

Engage

Map your stack

We bring already-validated instruments. The assessment is shaped to your deployment.