Z PATTERN / EVIDENCE CONSOLE
CONTROLLED EVALUATION READY
ZC Technologies Trust · CR Burrell LLC

Find the coordination pattern hiding inside the volume.

A reviewable workflow for turning account, timing, message, action, and platform relationships into ranked coordination evidence.

Account-grouped holdout
0
account overlap
Source-labeled holdout
0.9249
ROC AUC
Integrity receipt
27cd57ae…868e6
SHA-256 Merkle root
Live demonstration · bundled smoke records

See the candidate network.

Four records share a high-evidence pattern across platforms; two remain low-priority controls. Select a node to inspect the record-level dimensions.

DetectIngest JSONL records
ExplainShow five dimensions
ProveCommit the output
Select a node
Evidence details appear here.
Coordination map
m1m2m3m4m5m6
Buyer workflow

One controlled evaluation. One reproducible receipt.

01 / Detect

From raw records to candidates.

Spatial, temporal, semantic, behavioral, and cross-platform evidence are shown together.

02 / Explain

Every flag has a reason.

Analysts can inspect account, platform, action, timing, and dimension values at record level.

03 / Prove

Make the result reproducible.

The protocol locks the corpus, oracle, split, metrics, and output receipt before execution.

Holdout evaluation

Measured performance

ROC AUC
0.9249
Accuracy
0.8651
Precision
0.8140
Recall
0.9097
F1
0.8592

Source-labeled, account-grouped holdout evaluation. Dataset- and procedure-specific.

Evidence receipt

Provenance you can inspect.

input account-grouped corpus split 80 / 20 by account overlap 0 accounts commitment 27cd57ae684f4f5af4a345bc5ce662fe364d803742ec95df2d9c097454868e6 owner ZC Technologies Trust
The transparent baseline did not separate the tested malicious and genuine-user subsets. That result remains visible in the evaluation record.
Commercial fit

Built for high-consequence review queues.

Platform integrity

Trust & safety investigations

Candidate account networks and amplification patterns for analyst review.

Primary reference ↗
Financial surveillance

Promotion and manipulation review

Synchronized public activity organized into a reviewable evidence queue.

Primary reference ↗
Influence analysis

Cross-channel investigations

Structured candidate relationships for government and contractor workflows.

Primary reference ↗
Next step

Bring the corpus your current tools cannot explain.

Your team supplies the data and acceptance criteria. The evaluation card defines the oracle, split, metrics, tolerance, and receipt before execution begins.

Controlled evaluation card

Define the buyer test.