What it is
Most organizations buy their AI systems, and the contract is the one lever they hold over the vendor. Terms with teeth include documented performance claims, notice before any update, the right to roll an update back, independent test access, and an exit plan. Those terms limit how far an unannounced change can move the system's behavior.
What it pushes on in the Lab
In the Lab, this lever holds down the errors the automated system produces when its behavior shifts. It weakens the failure regime. It also closes the pathway by which the model runs on an ungoverned host with no privacy guardrails.
You can also pull this lever at a strong tier, which costs more. At the strong tier, each effect below the Lab's strongest setting pushes harder.
In the modes that offer aiming, you can aim this lever at particular parts and pathways of a network. Otherwise it applies to the whole network.
Its pattern in the Practice Library
The Practice Library describes the pattern behind this lever:Vendor quality gate
The pressures it answers
These pressures list this lever among the levers that answer them:
A lever answers a pressure when it pushes the other way on something the pressure pushes on.
Where you can pull it
Networks in the Lab that offer this lever:78
- Albert France Services
- Aon's three-instrument pre-hire assessment suite
- Arkansas ARChoices / ARIA
- Automated visual inspection of injectable drugs
- CA-CDS Child Abuse Alerting
- CDTFA Axyom Assist
- CHAI (chronic-homelessness prediction)
- Cleveland State remote proctoring
Every network that offers it
- Community Notes on X, formerly Birdwatch on Twitter
- CORA, the DC CFSA policy assistant
- Cost-Proxy Care Stratification
- Credit Acceptance's net-collections Score, inside CAPS
- CrimSAFE criminal-record tenant screening
- Crisis Text Line & Loris.ai
- CVS Health's Massachusetts applicant video-interview screen
- Danske Bank fraud scoring
- DPD customer-support chatbot
- Eckerd Rapid Safety Feedback
- EDD Virtual Assistant
- Enova's CashNetUSA and NetCredit loan servicing
- Epic Sepsis Model
- EviCore by Evernorth prior-authorization screening
- Family-Match (Adoption-Share)
- Gaggle Safety Management
- Gated coding-assistant rollout at a regulated bank
- GitHub Copilot at ZoomInfo
- Hackney / Xantura Early Help Profiling
- HireVue's video interview and assessment platform
- IBM Watson for Oncology
- ID.me identity verification
- IDx-DR Autonomous Screening
- Illinois DCFS Augintel
- Imagine LA Benefit Navigator copilot
- Indiana / IBM eligibility modernization
- Intuit's recorded video assessment for promotion
- Limbic Access (NHS Talking Therapies)
- Los Angeles County Project AURA
- LyssnCrisis counselor QA at ProtoCall Services (988)
- Massachusetts DTA call summaries
- McHire, McDonald's franchise hiring platform
- Michigan MiDAS
- ML anti-money-laundering as primary monitoring
- NarxCare
- Nava assistive benefits chatbot
- Nevada DETR generative-AI unemployment appeals
- nH Predict Utilization Review
- NJ AI Assistant
- NYC MyCity business chatbot
- NYC Teenspace
- Oxevision camera monitoring on NHS mental health wards
- Predict-Align-Prevent
- Propel in-app SNAP benefits assistant
- pymetrics Soft Skills Platform cooperative audit
- RealPage revenue management
- Rotterdam welfare-fraud risk model
- SafeRent Tenant Screening Score
- Santander Consumer USA's loss forecasting score
- Singapore's chatbot fleet refresh
- Sirius XM Radio's iCIMS-based applicant screening
- Sistema Alerta Niñez (Chile)
- Sports Illustrated AI bylines
- SSA 800-Number Conversational AI Assistant
- StopNCII & Take It Down
- Tennessee TennCare TEDS
- Tessa chatbot replacing the NEDA eating-disorder helpline
- The Digit automated-savings tool, or Oportun Set & Save
- The Sama Nairobi content-moderation workforce for Meta
- The same AI under full guardrails: the professional office
- TikTok's EU and UK content-moderation operation
- TransUnion OFAC Name Screen
- Udbetaling Danmark data-driven control (Denmark)
- Unilever and HireVue graduate hiring
- Viz.ai LVO Stroke Triage
- What Works for Children's Social Care ML pilots
- Woebot (a governed app wind-down)
- Workday AI screening
- X Multilingual Hate-Speech Enforcement
- Xantura OneView (predictive homelessness flagging)
The evidence behind its effects
The Lab cites no claim from the evidence registry for this lever's effects. The Lab's authors set the direction and size of each effect.