RATE AI
EN·DE·FR·ES

Use more AI. With greater confidence

RATE AI provides an external human-intelligence layer around consequential AI: independent judgement, decision traceability and resilience where it matters most.

See how it worksDiscuss a mandate
One mandate · three outcomes
Operate judgementIndependent human review for defined workflows, thresholds and high-consequence cases.
Preserve evidenceA durable record of what the AI proposed, what the human decided and what followed.
Keep options openCritical dependencies, external change and viable intervention paths remain visible.
SHADOW AI
Where AI is already being used beyond the governed perimeter

RATE AI identifies material unmanaged or unsanctioned AI use where evidence permits, maps the resulting provider, data, workflow and accountability dependencies, and defines the oversight or substitution path required to bring consequential use back under control.

DECISION MOMENTS

Where does human judgement still need to happen?

RATE AI configures the human oversight perimeter around the exact workflow, cases, thresholds, escalation route and accountable owner, then connects it to evidence and external intelligence.

DeployWhat evidence supports production use?
ScaleWhat conditions support expansion?
BuyWhat are we accepting from the provider?
InvestWhat is material to the investment case?
Enter a marketWhat changes across jurisdictions?
RespondWhat evidence and response route apply?
Discuss a decision →
For decisions that can move enterprise value, market access or institutional trust

One human-intelligence layer around consequential AI operations

The same RATE AI infrastructure supports external human oversight, decision traceability, dependency resilience and independent monitoring across enterprise technology, healthcare, public institutions and capital.

Apple Park, Cupertino
Big Tech & enterprise AIAI estate mandate
For leaders managing AI across products, functions and marketsA single view of exposure, governance capacity and decision priorities across the AI estate.
CEO · CRO · GC · CCO
Big Tech & enterprise AI

Enterprise Independent Human Oversight

Add external, independent human judgement to agentic, generative and other consequential enterprise AI workflows, with traceability and escalation built into operation.

Regulatory & assurance lens: EU AI Act where applicable · GDPR · DSA/platform rules · consumer/product/sector duties. Anticipates: ISO/IEC 42001 · NIST AI RMF · emerging national regimes and supply-chain assurance.

Independent Human Oversight

HITL / human-in-the-loop · triggered · sampled · exception · second review · high-consequence
RATE AI takes on a defined share of human judgement around deployed AI and operates it externally and independently.

Decision Traceability

Case · reviewer · intervention · escalation · outcome
Preserves a durable, versioned record of what the AI proposed, what the human decided and how the case was resolved.

Dependency Resilience

Provider · model · cloud · API · data · jurisdiction · Shadow AI
Maps critical AI dependencies, surfaces material unobserved or unsanctioned AI use where evidence permits, and strengthens the organisation’s ability to intervene, substitute and change course.

Independent Monitoring

Systems · evidence · regulation · incidents · dependencies
Connects material change to affected oversight perimeters, decision traces and resilience priorities.
New York Stock Exchange at night
Venture & private capitalDiligence mandate
For capital decisions shaped by AI exposureUseful before entry, during ownership and ahead of exit, when AI exposure can alter the investment case.
IC · Portfolio team · Risk · Diligence
Venture · private equity · institutional capital

Portfolio Human-Judgement & Resilience Intelligence

Identify where portfolio operations rely on consequential AI, preserve independent human judgement where material and strengthen resilience to concentrated model, provider and infrastructure dependencies.

Independent Human Oversight

HITL / human-in-the-loop · triggered · sampled · exception · second review · high-consequence
RATE AI takes on a defined share of human judgement around deployed AI and operates it externally and independently.

Decision Traceability

Case · reviewer · intervention · escalation · outcome
Preserves a durable, versioned record of what the AI proposed, what the human decided and how the case was resolved.

Dependency Resilience

Provider · model · cloud · API · data · jurisdiction · Shadow AI
Maps critical AI dependencies, surfaces material unobserved or unsanctioned AI use where evidence permits, and strengthens the organisation’s ability to intervene, substitute and change course.

Independent Monitoring

Systems · evidence · regulation · incidents · dependencies
Connects material change to affected oversight perimeters, decision traces and resilience priorities.
Laboratory interior
Big Pharma & MedTechLifecycle mandate
For AI that must survive scientific, clinical and regulatory scrutinyOne view from validation evidence through deployment, monitoring, change and remediation.
R&D · Medical · Regulatory · Quality
Source: Photographer State / Wikimedia CommonsSource: KasugaHuang / Wikimedia Commons
Big Pharma & MedTech

Clinical Independent Human Oversight

Operate an external human-judgement layer around selected clinical and operational AI cases, with qualified review, escalation, traceability and lifecycle evidence.

Regulatory & assurance lens: EU AI Act where applicable · MDR/IVDR · clinical/product safety · data protection · vigilance and quality obligations. Anticipates: lifecycle AI assurance, change-control scrutiny, ISO/NIST alignment and evolving medical-AI expectations.

Independent Human Oversight

HITL / human-in-the-loop · triggered · sampled · exception · second review · high-consequence
RATE AI takes on a defined share of human judgement around deployed AI and operates it externally and independently.

Decision Traceability

Case · reviewer · intervention · escalation · outcome
Preserves a durable, versioned record of what the AI proposed, what the human decided and how the case was resolved.

Dependency Resilience

Provider · model · cloud · API · data · jurisdiction · Shadow AI
Maps critical AI dependencies, surfaces material unobserved or unsanctioned AI use where evidence permits, and strengthens the organisation’s ability to intervene, substitute and change course.

Independent Monitoring

Systems · evidence · regulation · incidents · dependencies
Connects material change to affected oversight perimeters, decision traces and resilience priorities.
United States Supreme Court at dusk
Legal & professional servicesMatter mandate
For matters that require a strong evidence spineUseful in disputes, transactions, investigations, governance reviews and sensitive client advice.
Partner · Counsel · Audit · Advisory
Law firms & professional services

Public & Institutional Human Oversight

Support accountable public AI operations through independent human review, traceability, monitoring and evidence prepared for institutional scrutiny.

Regulatory & assurance lens: the AI, data, product, employment, consumer, public-law and sector regimes relevant to the matter. Anticipates: enforcement posture, evidentiary expectations, auditability and future litigation/diligence questions.

Independent Human Oversight

HITL / human-in-the-loop · triggered · sampled · exception · second review · high-consequence
RATE AI takes on a defined share of human judgement around deployed AI and operates it externally and independently.

Decision Traceability

Case · reviewer · intervention · escalation · outcome
Preserves a durable, versioned record of what the AI proposed, what the human decided and how the case was resolved.

Dependency Resilience

Provider · model · cloud · API · data · jurisdiction · Shadow AI
Maps critical AI dependencies, surfaces material unobserved or unsanctioned AI use where evidence permits, and strengthens the organisation’s ability to intervene, substitute and change course.

Independent Monitoring

Systems · evidence · regulation · incidents · dependencies
Connects material change to affected oversight perimeters, decision traces and resilience priorities.
European Parliament hemicycle, Brussels
Public authorities & international organizationsSupervisory mandate
For institutions responsible for systems, sectors and the wider supervised fieldUseful for supervisory, policy and international mandates that require a live view of deployment, legal change and enforcement.
Regulator · Ministry · IO · Supervisor
Governments & international organizations

A common intelligence layer across systems and jurisdictions

Compare deployment and exposure, strengthen procurement and public accountability, and keep policy, regulation and enforcement connected to the systems operating on the ground.

Regulatory & assurance lens: public-sector AI duties, procurement, fundamental-rights, sector and supervisory regimes. Anticipates: Council of Europe implementation, OECD/UNESCO alignment, standards adoption and cross-border governance convergence.

Independent Human Oversight

HITL / human-in-the-loop · triggered · sampled · exception · second review · high-consequence
RATE AI takes on a defined share of human judgement around deployed AI and operates it externally and independently.

Decision Traceability

Case · reviewer · intervention · escalation · outcome
Preserves a durable, versioned record of what the AI proposed, what the human decided and how the case was resolved.

Dependency Resilience

Provider · model · cloud · API · data · jurisdiction · Shadow AI
Maps critical AI dependencies, surfaces material unobserved or unsanctioned AI use where evidence permits, and strengthens the organisation’s ability to intervene, substitute and change course.

Independent Monitoring

Systems · evidence · regulation · incidents · dependencies
Connects material change to affected oversight perimeters, decision traces and resilience priorities.
Confidential executive briefings

Start with one live AI workflow

A private briefing identifies where human judgement currently enters the workflow, what work RATE AI can take on independently, what trace the organisation needs and which dependencies deserve resilience attention.

Relative position

See the distance to peers

Where the evidence is stronger, where it stops and which comparative position can be supported today.

Material movement

See what changed first

Provider, product, enforcement, legal and evidence changes that can alter the previously observed position.

Decision pressure

See what may become expensive

Signals that can change procurement, supervision, litigation, investment or market-entry decisions before the pressure is obvious.

Discuss a confidential briefing →

Human judgement where the operation needs it

RATE AI is most valuable where AI is already creating recurring human judgement, escalation, traceability or dependency-resilience work that the organisation needs to operate reliably at scale.

Before commitment

Operate the human-review layer at the points where consequence, ambiguity or escalation make judgement material.

RATE AI can configure and operate triggered, sampled, exception, second-review or high-consequence oversight around a defined AI workflow, with reviewer qualification, escalation and a durable trace built into the operating model.

While conditions move

Keep external changes connected to the exact systems, workflows and human-judgement perimeters they can affect.

RATE AI follows provider, model, dependency, incident, enforcement, evidence and jurisdiction movement and surfaces the changes that deserve renewed human attention.

Under scrutiny

Preserve the human judgement, evidence, timing, authority and intervention points behind consequential AI decisions.

RATE AI creates the trace as oversight work happens: what the AI proposed, what the human reviewer saw, what judgement was made, what changed and how the case was resolved. The record can travel into client assurance, audit, board, supervisory and transaction review.

Across an estate

See the model, provider, cloud, API, data and jurisdiction dependencies that determine whether the organisation can intervene and change course.

RATE AI maps material dependencies, identifies concentration and single points of reliance, and helps strengthen practical alternatives, fallback routes and operating resilience around critical AI workflows.

One human-intelligence architecture. Four operating layers

Start with the human-judgement workload. Preserve the decision trace. Strengthen dependency resilience. Keep material change under independent watch.

Independent Human Oversight

Operate human judgement

External judgement. Defined operating perimeter.

RATE AI takes on a governed share of recurring review, escalation and high-consequence human judgement around deployed AI.

Responds to applicable AI, data, platform, product, sector and public-law obligations.
Anticipates standards, supervisory expectations and emerging cross-border regimes.
Output → reviewed cases · escalation record · QA metrics · oversight intelligence
Decision Traceability

Preserve the decision path

Contemporaneous evidence. Durable institutional memory.

Preserve the human judgement, evidence, authority and final disposition behind consequential AI-supported decisions.

Responds to logging, documentation, human oversight, explanation, recordkeeping and review duties where applicable.
Anticipates future audit, litigation, diligence and regulatory scrutiny.
Output → case record · authority trace · intervention history · evidence-on-request
Continuous Intelligence

Independent Monitoring

Regulatory horizon. Material-change surveillance.

Track the external and operational changes that can alter the judgement, oversight perimeter or operating position.

Responds to lifecycle, monitoring, incident and change obligations where applicable.
Anticipates proposals, standards, guidance and supervisory convergence before they become decision pressure.
Output → alerts · horizon · watchlist · rerating trigger
Dependency Resilience

Preserve operational independence

Critical dependencies visible. Alternatives tested.

Map model, provider, cloud, API, data and jurisdiction dependencies, include material Shadow AI exposure, and strengthen the organisation’s ability to intervene, substitute, fail over and change course.

Responds to the actual remediation requirements identified by the independent assessment.
Anticipates the evidence the client will later need to prove implementation.
Output → dependency map · Shadow AI exposure · alternatives · fallback test · substitution evidence

One rating. Two disclosure models

The same rating logic can be published where transparency is useful or held confidential where internal judgement and decision readiness matter more.

AAA12 bandsD
From strong governance capacity and lower exposure at the top of the scale to acute exposure, constrained autonomy and material decision pressure at the bottom.
Disclosure model · public

Public

Published RATE AI ratings with visible analytical drivers, rating rationale and supporting evidence. Designed for comparability, transparency and market or institutional visibility.

Global levelJurisdiction levelIndustry levelSector level
Disclosure model · private

Private

Confidential ratings prepared for internal decision-making, governance, oversight, audit readiness and strategic review for private institutional use.

System levelCorporate levelPortfolio levelComprehensive Review
LevelWhat is publicWhat a commissioned mandate adds
GlobalComparative global signal, methodology, principal drivers and high-level evidence.Custom universe, regional/sector decomposition, systemic dependencies, regulatory divergence, scenario analysis, evidence annex and decision priorities.
JurisdictionJurisdiction rating, comparative position and public drivers.System/entity drill-down, national and subnational clocks, enforcement posture, institutional capacity, peer jurisdictions, policy scenarios and priority map.
IndustryIndustry-level comparative exposure and public analytical drivers.Company and value-chain decomposition, provider/model concentration, regulatory horizon, peer set, material outliers and strategic scenarios.
SectorSector rating, including public and private deployment where relevant.System/deployer decomposition, consequence and human-reach analysis, dependency clusters, supervisory priorities, evidence gaps and action triggers.
A commissioned mandate adds deeper decomposition, tailored intelligence, evidence, scenarios and action while the rating remains independently determined.

Keep consequential AI decisions reconstructable over time

RATE AI builds or reconstructs the evidence chain behind consequential AI-supported decisions: system and model state, inputs, AI output, human intervention, final outcome, explanation, review and remediation.

Build the trail

RATE AI structures the record while a decision is being made, fixing evidence, system state, timing, responsibility and intervention points before they disappear.

Reconstruct the trail

Where a decision already exists, RATE AI reconstructs what can be proven and identifies the missing links before a regulator, court, buyer or board asks.

A durable decision record grounded in preserved evidence, provenance, human judgement and review history.

Keep the basis of the decision current

RATE AI maintains a live analytical watch around the systems, jurisdictions and dependencies that matter to the mandate: deployment changes, incidents, enforcement, case law, emerging obligations and the evidence gaps most likely to matter under future scrutiny.

SystemsDeploymentRoll-out, use context, scale and material changes in deployment.
Rules in motionDrafts & proposalsLegislation under debate, proposed rules and implementation windows.
InstitutionsEnforcementDecisions, competent authorities, supervisory posture and enforcement patterns.
EventsIncidentsObserved failures, harms, disputes and emerging escalation signals.
Law in practiceJurisprudenceJudicial interpretation and the practical effect of evolving legal positions.
Systemic exposureDependenciesShared models, providers, infrastructure and cross-border concentration.
Unobserved useShadow AIMaterial unsanctioned or unmanaged AI use that can create hidden data, provider, decision and accountability dependencies.
Global jurisdictional coverage
One deployment. Different clocks.RATE AI reads timing, enforcement and institutional capacity across supranational, national and subnational levels at the same time.
12369
Supranational
Rulemaking · alignment

Frameworks, proposals, implementation windows and cross-border coordination move on their own institutional clock.

12369
National
Enforcement · case law

Supervisory posture, national guidance, jurisprudence and enforcement can accelerate or lag the common framework.

12369
Subnational
Legislation · implementation

Federal states and other subnational jurisdictions can develop their own legislative initiatives, implementation rules, oversight practices and institutional capacity, all of which shape the real deployment environment.

Strengthen resilience with independent judgement preserved

Where a material dependency, Shadow AI exposure or operating gap requires action, RATE AI defines the evidence and resilience requirement and can coordinate specialist execution through a separately governed delivery perimeter.

Clients may use RATE AI's specialist network, their own advisers, or a mixed team.

Define the gapTranslate the rating, review or intelligence signal into a precise remediation requirement.
Select the expertiseLegal · TEVV · cyber · data/privacy · clinical · quality · audit · sector specialists.
Coordinate the workSequence owners, dependencies, privilege, assurance requirements and completion criteria.
Integrate the evidenceTurn implementation into a durable, connected evidence record across all specialist workstreams.
Return for independent re-ratingThe Ratings & Intelligence side reassesses the position from the updated evidence.
Independence firewallRating authority remains separately governed from resilience and specialist execution. Rating outcomes arise through independent evidence admission and reassessment under the RATE AI rating governance process.

Judgement. Traceability. Resilience. Intelligence

An AI estate viewSystems, models, providers, jurisdictions and dependencies connected in one evidence-backed map.
An independent positionRatings and exposure drivers that show where attention and capital should go first.
A decision traceEvidence, system state, human intervention, outcome and review preserved or reconstructed.
An integrated responseOne governance interface for the legal, technical, cyber, data, clinical, audit or sector expertise required to act.

Start with the AI workflow

Tell us where human judgement still happens, what review burden already exists and which AI dependencies matter to the operation.

Request a confidential discussionView ratings