ROI Analysis
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Supports full conversations, email threads, and documents. Results include P10/P50/P90 confidence intervals with per-task role-based pricing.
Report
Submit content to generate an ROI analysis.
Conversations decomposed into discrete tasks with individual time estimates, complexity ratings, and segment attribution.
Per-task savings rates, role multipliers and bias corrections, drawn from a study registry that records what each source measured. Weighting follows evidence quality, so a well-studied task and a thinly-sourced one are not presented as equally certain.
Each task mapped to a professional role with BLS-sourced hourly rates. Coding at $105/hr, legal drafting at $130/hr.
Multiple LLMs independently estimate time saved. Results aggregated via mean/median for higher confidence.
Full methodology documentation, assumption tracking, confidence scoring, and exportable PDF for finance review.
User-reported actual times improve calibration over time. Known-bias correction prevents drift from self-report inflation.
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