Verify single authorship of web sessions.
Splicing genuine human mouse fragments defeats traditional bot detection. HumanTrace verifies authenticity by measuring cross-modal temporal coherence across mouse, keyboard, and focus channels.
Engineered across the complete attack and defense lifecycle.
CHIMERA Splicer
Slices genuine sessions at pause boundaries (velocity ≈ 0) and overlays foreign keystroke rhythms.
CMCC Engine
Evaluates cross-modal timing across sliding windows (MIDT, KOL, PPF) to catch micro-desynchronizations.
Dual Replay Inspector
Split-screen playback showing donor reference alongside attack trajectory with seam recall indicators.
4×4 Verdict Matrix
Compares RF-lite, DTW trajectory matching, Click rules, and CMCC across the complete A0–A6 attack ladder.
Live Recorder
Privacy-preserving 7-channel event capturing directly within the browser on performance.now() clocks.
Research Whitepapers
Grounding our detection in Card-Moran-Newell KLM homing bounds and published IEEE bot benchmarks.
4×4 Multi-Detector Benchmark Matrix
Watch each cell evaluate live against real captured timestamps. Notice how only CMCC catches the spliced CHIMERA attack while traditional ML is bypassed.
| Session Type | RF-lite Single-channel ML | DTW Trajectory Distance | Click-Rule Context Sequence | HumanTrace CMCC Cross-Modal Coherence |
|---|---|---|---|---|
| A0: Genuine Human SessionReal human hand with natural motor tremor. | evaluating... | evaluating... | evaluating... | evaluating... |
| A1: Synthetic Bot MotionAlgorithmic Bézier curves & metronomic cadence. | evaluating... | evaluating... | evaluating... | evaluating... |
| A2: Exact Session ReplayByte-for-byte duplicate of recorded session. | evaluating... | evaluating... | evaluating... | evaluating... |
| A6: CHIMERA Processed ReplayMulti-donor spliced fragments at pause boundaries. | evaluating... | evaluating... | evaluating... | evaluating... |
Ready to test cross-modal coherence live?
Record your own natural interaction or evaluate the CHIMERA attack synthesis engine directly inside your browser.
