What it is
A signed record does not tell its reader who wrote it. When a practitioner signs a note that the system drafted, the next reader sees the practitioner's signature and assumes the practitioner's judgment. A provenance label keeps the difference visible, between what the practitioner wrote and what the practitioner signed.
What it pushes on in the Lab
In the Lab, this lever weakens two pathways out of the record store. People become less likely to read a contaminated record and believe it. The model becomes less likely to repeat a contaminated record as fresh output.
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:Provenance labeling
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:148
- A commercial code assistant across three enterprises
- Accelerated Safety Analysis Protocol (ASAP Tool)
- Advance Alert Monitor (AAM) deterioration model
- Air Canada chatbot
- Allegheny Family Screening Tool
- Allegheny Hello Baby
- Allegheny Housing Assessment
- Amazon Flex driver standing and deactivation
Every network that offers it
- Amazon fulfillment-centre productivity discipline
- Amazon recruiting engine
- Ambient scribe RCT + monitoring playbook
- Amsterdam Smart Check
- An ambient AI scribe at a multi-specialty health system
- Aon's three-instrument pre-hire assessment suite
- Apple Card underwriting
- Arkansas ARChoices / ARIA
- BAMF dialect recognition
- Benefits Data Trust wind-down
- BOSCO (Spain)
- Burokratt
- Caddy adviser copilot at Citizens Advice
- Calgary Drop-In Centre
- CHAI (chronic-homelessness prediction)
- Character.AI crisis-safety stack
- Checkr's automated background-check platform
- Chicago Public Schools On-Track indicator
- Cigna's PxDx post-service claim review
- CNAF benefit-fraud risk score (France)
- CNET AI-drafted articles
- Colorado Family Safety and Risk Assessments
- 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
- Douglas County Decision Aide
- DPD customer-support chatbot
- DWP Whitemail Insights and Vulnerability Scanner
- Earnest AI underwriting
- Eckerd Rapid Safety Feedback
- Enova's CashNetUSA and NetCredit loan servicing
- Epic Sepsis Model
- Equifax's Online Model Server
- EviCore by Evernorth prior-authorization screening
- Family-Match (Adoption-Share)
- Forsakringskassan VAB fraud-selection profile (Sweden)
- Frida (NAV Norway)
- Gaggle Safety Management
- GDS Microsoft 365 Copilot cross-government experiment
- GetCalFresh
- Google ML code completion
- Google's child-safety detection and account enforcement
- GOV.UK Chat
- Hackney / Xantura Early Help Profiling
- HireVue's video interview and assessment platform
- Home Office IPIC
- Homebase Risk Assessment Questionnaire
- IBM Watson for Oncology
- Illinois DCFS Augintel
- Illinois Rapid Safety Feedback
- Imagine LA Benefit Navigator copilot
- Insight Bristol / Think Family Database
- Intuit's recorded video assessment for promotion
- IRS collection chatbots
- iTutorGroup Tutor Application Screen
- Justice Transcribe
- Kaiser Permanente ambient AI scribe
- Kaiser Permanente Suicide-Risk Model
- Klarna AI assistant
- LA County Homelessness Prevention Unit
- LA's coordinated-entry triage revision
- Learned Hand AI clerk pilot (LA and Riverside courts)
- Limbic Access (NHS Talking Therapies)
- London's Strategic Insights Tool
- Los Angeles County Project AURA
- LyssnCrisis counselor QA at ProtoCall Services (988)
- M-Shwari & Kenya's Digital Credit Market
- Magic Notes (Beam)
- Mass.gov Virtual Assistant
- Massachusetts DTA call summaries
- Meta employment-ad targeting and delivery optimization
- Meta's cross-check secondary review programme
- Minute / Local Transcribe
- ML anti-money-laundering as primary monitoring
- MyFriendBen benefits screener
- NarxCare
- Nava assistive benefits chatbot
- Navy Federal mortgage underwriting
- New Zealand MSD Predictive Risk Modelling
- nH Predict Utilization Review
- NJ AI Assistant
- NYC MyCity business chatbot
- ODMAP overdose spike alerts
- OPTN eGFR Waiting-Time Correction
- Oregon Safety at Screening
- Oxevision camera monitoring on NHS mental health wards
- Practice Fusion Pain CDS
- Predict-Align-Prevent
- ProKid (Netherlands)
- Propel in-app SNAP benefits assistant
- pymetrics Soft Skills Platform cooperative audit
- REACH VET
- RealPage revenue management
- Rotterdam welfare-fraud risk model
- SafeRent Tenant Screening Score
- San Jose's camera car
- Santa Clara County Homelessness Prevention System
- Santander Consumer USA's loss forecasting score
- Serbia Social Card (Socijalna karta)
- 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
- SSA Insight
- StopNCII & Take It Down
- SyRI (Netherlands)
- Tennessee TennCare TEDS
- Tessa chatbot replacing the NEDA eating-disorder helpline
- The Digit automated-savings tool, or Oportun Set & Save
- The GIFCT hash-sharing database and member matching system
- The NCMEC CyberTipline reporting and triage system
- The same AI running hands off: the agentic office
- The same AI with a human checking: the supervised office
- TikTok's EU and UK content-moderation operation
- TransUnion OFAC Name Screen
- Trelleborg's Welfare Robot
- TREWS sepsis early-warning system
- Udbetaling Danmark data-driven control (Denmark)
- UK DWP Universal Credit Advances fraud model
- UK Home Office asylum AI copilots
- United Behavioral Health's Level of Care Guidelines
- US Birth Match
- VA claims automation (automated survivor-benefit decisions)
- Vanderbilt VSAIL suicide-risk alert
- VI-SPDAT
- Viz.ai LVO Stroke Triage
- Wells Fargo refinance underwriting (CORE/ECS)
- What Works for Children's Social Care ML pilots
- Wikipedia's edit-scoring service (ORES, now Lift Wing)
- Wisconsin DEWS
- Woebot (a governed app wind-down)
- Workday AI screening
- X Multilingual Hate-Speech Enforcement
- YouTube's Content ID copyright matching system
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.