SOP Drift Monitor
A live watchdog that watches your deployed AI agent's conversations and alerts you the moment it starts ignoring a standing SOP — for example, promising a refund the policy forbids.
From the source
[2607.25398] HANDBOOK.md: A Benchmark for Long-Context Agentic Instruction Following Skip to main content Search Submit Donate Log in Search arXiv Press Enter to search · Advanced search --> Co…
Target user
Customer support and operations leaders running AI agents in production for ticket triage, billing, or scheduling
Features
- Real-time scoring of every agent reply against an uploaded SOP, with severity tiers (warning, violation, escalation)
- Side-by-side view of the agent's reply and the policy line it conflicts with
- Weekly 'compliance drift' report showing which policies the agent is most tempted to break
- Direct routing of severe violations to a human reviewer before the customer sees the bad reply
Why now
The HANDBOOK.md paper specifically shows agents lose rule details over long horizons and report compliance they didn't actually achieve — exactly what ops teams fear.
Surplus Studio
A drop-in workspace where a brand's merchandising team uploads an unsold-stock spreadsheet and gets a decision per SKU (discount to outlet partners, donate, refurbish, or recycle) plus a ready-to-send partner brief.
From the source
Ban on destruction of unsold clothes and shoes enters into application - Environment Skip to main content en Select your language Close EU official languages bg български es español cs čeština da dans…
Target user
Merchandising and planning managers at EU fashion brands sitting on end-of-season stock
Features
- Bulk SKU uploader that classifies each item by category, condition, season, and original margin
- One-click partner matching that pulls live offers from registered EU resellers, charities, and remanufacturers
- Margin impact simulator comparing liquidation price vs. donation tax credit vs. recycling cost per lot
- Tamper-proof audit log of every routing decision to satisfy national inspector requests
FarmGuard
An SMS and app alerting service for row-crop farmers that pauses precision-ag operations during severe geomagnetic storms, preventing the half-billion to billion-dollar GPS-damage losses seen in 2024.
From the source
Here’s where a massive solar storm could take down the US power grid - CNN weather The sun spews radiation and superheated ionized gas toward Earth. In May 2024, it put on its biggest show in more tha…
Target user
US Midwest row-crop farmers using precision GPS for planting, spraying, and harvest
Features
- 48-hour solar-storm forecast tuned to GPS-degradation risk windows, not just aurora visibility
- Field-by-field alert with recommendation to pause planting/spraying, with reasoning
- Historical storm-impact log for each field to support crop-insurance claims
- Integration with John Deere Operations Center and Climate FieldView to flag affected operations
Why now
The 2024 Gannon storm caused $500M–$1B in losses across 12 US states, and a new peer-reviewed grid study confirms future storms will be more intense.