Origin, access model, eligibility, and substitution are reviewer diagnostics, not judging criteria. Authentication requirements are not penalized.
02 The two blind reviews
Two independent reviewers scored this project blind, from a sanitized evidence packet.
Scores are shown separately so the reasoning stays inspectable. A withheld score means the reviewers differed by more than two points.
Reviewer A (round 1)
confidence 81%
Leverage
8 /10
Structured graph investigation, replay, and a human-gated irreversible freeze materially outperform generic UI driving for repeatable evidence traversal.
Evidence cited
Frames show Follow the money flow, investigation CTA, metrics, graph/map, browser moves, and changing states.
About text describes roughly ten WebMCP tools and replayable investigation.
Freeze requires one human click.
Execution
8 /10
The contact sheets show a coherent path from launch through graph analysis and action preparation, though they do not independently prove a real freeze.
Evidence cited
Frames show investigation start, summary metrics, money movement view, and activity/details panels.
Fraud investigators have a specific, consequential problem; live graph traversal and exposure estimation directly address manual investigation burden.
Evidence cited
About text identifies account-by-account fraud tracing and exposure calculation.
Seeded case and CSV/JSON import support immediate investigation.
Creativity
8 /10
Combining a live money map, agent investigation, replay, and human-gated irreversible intervention is a fresh, ambitious interaction model.
Evidence cited
Frames show connected money-network visualization and browser activity.
Human-in-the-loop freeze is central to the concept.
Reviewer B (round 2)
confidence 81%
Leverage
8 /10
A structured agent surface is central to chaining account tracing, risk analysis, replay, and guarded action; generic UI driving would be substantially less reliable for this stateful graph workflow.
Evidence cited
About text describes roughly ten stateful tools, live money-map updates, time scrubber, and human approval.
Frames show a graph investigation console with navigation, map, and detail panels.
Execution
8 /10
The packet presents a coherent, unusually specific investigation workflow with seeded data, CSV/JSON input, audit trail, and a guarded irreversible action; exact correctness is not independently proven.
Evidence cited
Frames show consistent dark investigation UI and graph states.
Fraud investigators have a real high-stakes need to trace networks quickly without collateral account blocks; the product directly addresses that workflow.
Evidence cited
Packet describes manual account-by-account tracing and moving money as the problem.
Human approval and clean-account protection are explicit design goals.
Creativity
8 /10
The combination of live money-map tracing, agent-led ring extraction, replayable evidence, and one-click-but-human-approved freezing is memorable and ambitious.
Evidence cited
Network investigation is treated as a shared agent-human workflow rather than a static fraud dashboard.
Time scrubber and irreversible-action gate deepen the concept.
03 Review highlights
Standouts across reviewers
Strong safety boundary around irreversible freeze.
Replay and auditable investigation history make agent behavior inspectable.
Strong safety boundary around irreversible freezing.
Replayable investigation and exposure quantification are compelling.
Red flags
Frames do not definitively prove underlying data is live or that freezing completed.
Frames are contact sheets with webcam/browser overlays and do not verify real data or freeze execution.
High-stakes claims remain unobserved.
04 Evidence
What each artifact proves is labeled on the artifact itself. A Devpost page capture is packaging evidence, not proof the product runs;
video frames are evidence from the submitted demo, not live verification.
Contact sheets from the ?s video the team submitted. This is what reviewers were shown;
it demonstrates the product in motion but is not independent verification.
· watch the original
EX-V1 Sheet 1 of 3 · reported video evidenceEX-V2 Sheet 2 of 3 · reported video evidenceEX-V3 Sheet 3 of 3 · reported video evidence
