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confidence-engine/tests/experimental/results/rto-focused-context-case-aware.json
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{
"apparatus": "rto-focused-context-boundary-comparison.mjs",
"mode": "case-aware",
"modelName": "qwen-claude:latest",
"elapsedMs": 48577,
"promptLength": 4466,
"centralStatementSupplied": true,
"structuredResult": {
"targetNodeId": "nxmeiab",
"observations": [
"The product is protected by significant patents leveraging proprietary processes and software algorithms unavailable to competitors.",
"One competitor has recently advertised for ML engineers and a senior product manager targeting this market.",
"That same competitor has presented at an industry conference addressing the identical customer problem.",
"No competitor has announced a matching product, launch date, or beta programme."
],
"uncertainties": [
"Whether the identified competitors hiring and conference activity is specifically for a directly competing product or internal development.",
"How long it will take a rival to engineer non-infringing workarounds or alternative architectures around existing IP barriers.",
"Actual development timelines, funding status, and public R&D activity of other potential competitors.",
"Whether the patents and proprietary elements will materially delay competitor entry given their active signaling."
],
"assumptions": [
"Existing IP and proprietary technology provide a structural barrier to rapid competitor replication.",
"Competitor recruitment and conference presence indicate serious intent but do not guarantee near-term market entry or technical feasibility.",
"The £300k immediate implementation cost is a material financial constraint that influences launch timing, independent of competitive pressure."
],
"relationships": [
{
"from": "Patents & proprietary algorithms",
"to": "Restricted competitor access",
"type": "blocks"
},
{
"from": "Proprietary processes / algorithms",
"to": "Technical differentiation",
"type": "enables"
},
{
"from": "Competitor hiring & conference signals",
"to": "Active parallel development intent",
"type": "suggests"
},
{
"from": "Lack of announced product or beta",
"to": "Near-term launch probability",
"type": "reduces likelihood"
}
],
"possibleFollowUpQuestions": [
"What is the technical feasibility and estimated timeline for a competitor to design around our patent portfolio using alternative architectures?",
"Can we verify the R&D scope or funding behind the identified competitors hiring spree through financial filings, patent applications, or supplier/partner data?",
"Is there evidence of direct customer outreach, pilot agreements, or procurement signals from this competitor targeting our key enterprise accounts?",
"How does the projected revenue delay and £300k cost savings from waiting twelve months compare to the risk of losing first-mover advantage against a competitor who may be 612 months from product readiness?"
]
}
}