What’s next: PINNs features we’re shipping in HawkLens
A clear look at the PINNs-powered features coming to HawkLens — from smarter time accuracy to productive-time scoring and manager-ready reports.
Here is what we are building next on top of live tracking, screenshots, idle detection, and attendance — with Physics-Informed Neural Networks as the accuracy layer.
Smarter time accuracy engine
Automatic reconciliation of Start/Finish gaps, idle spikes, and meeting overlaps into a single trusted timeline. Less manual cleanup for managers and employees.
Effective vs productive scores
Per-person and per-team views that separate total time, effective time, and productive time — trained to your company’s definition of valuable work, not a generic internet blacklist.
PINNs Focus Timeline
A continuous Focus Timeline that explains why a block was marked productive, effective, or idle — so reviews feel fair, not mysterious.
Invoice-ready accuracy
Client and project rollups that inherit PINNs-corrected minutes, so invoices and utilization reports start from trustworthy inputs.
Still non-intrusive
Blur, no keystroke capture, no mic recording. PINNs improve interpretation of signals you already allow — they do not expand surveillance.
3 users free forever while we ship. Follow the HawkLens blog for release notes as each piece lands.
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