Evidence-led evaluation

Move from an AI question to a decision you can explain.

Turn a practical AI question into bounded evidence, repeated-run analysis, decision scorecards, accountable actions and a clear next test. Each conclusion stays tied to the tested workload, evidence window, confidence and known limitations.

Request Free Benchmark Check current states

One connected journey

Useful tools, with the evidence boundary kept visible.

Review access does not silently enable a provider. Live runs still require the exact approved project, provider/model/operation tuple, encrypted BYOK, quota and active grant.

Start clearly

Benchmark Express translates one decision into a governed setup with representative evidence, limits and human review where needed.

Test consistency

Multi-run Stability separates a repeatable result from a promising single response and rejects incompatible comparisons.

Understand cost in context

Quality-Adjusted Cost keeps actual, estimated, zero and unavailable cost states distinct—without promising savings.

Share a decision safely

Decision Scorecards bind the choice, alternatives, evidence hash, validity, limitations and next validation.

Turn findings into work

AI Health Action Center gives an evidence-backed risk an owner, due date and verifiable completion boundary.

Separate belief from proof

AI Readiness Pulse shows declared readiness beside verified evidence and keeps missing data visible.

Specialized intelligence

Observe representation, agents, provenance and captured evidence.

AI Visibility records only approved observations. Evaluation Packs use versioned scenarios. Authenticity results show uncertainty and disagreement. Capture uses an explicit preview, redaction and destination flow.

None of these features proves universal quality, authenticity, safety or readiness.

Visibility and citation evidenceApplication evaluation packsProposal-only agent reviewProvenance and metadata signalsHuman-review statesControlled Capture distribution

Current customer boundary

States come from the server capability catalog.

Use the exact state badges below to distinguish review, activation, BYOK, synthetic demonstration and controlled distribution.

Exact statusInput or evidenceSearch capabilities

10 capability records

CONTROLLED_BETA_AVAILABLE

provider execution capability

AI Application and Agent Evaluation Packs

Can this application or proposal-only agent complete representative scenarios safely?

Evidence: Versioned scenario, bounded trace and human-review evidence
Credential boundary: Customer-managed provider credential encrypted in the exact project is required only for approved provider execution
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: Yes — only after exact project activation
Availability: Available in Controlled Beta
Execution dependency: exact project byok and tuple activation for provider or agent runs
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: Provider and agent runs remain separately activated.

Open Capability

CONTROLLED_BETA_AVAILABLE

analysis capability

AI Health Action Center

Which evidence gap or risk needs an owner and verifiable next action?

Evidence: Evidence-linked action state and verification record
Credential boundary: No provider credential is needed unless a separately approved workflow executes a provider
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: No for catalog review
Availability: Available in Controlled Beta
Execution dependency: none unless a separate retest is requested
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: An action is verified only with applicable evidence.

Open Capability

CONTROLLED_BETA_AVAILABLE

governance capability

AI Readiness Pulse

What is declared, what is verified and what evidence is still missing?

Evidence: Declared and verified readiness with missing evidence
Credential boundary: No provider credential is needed unless a separately approved workflow executes a provider
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: No for catalog review
Availability: Available in Controlled Beta
Execution dependency: none unless a separate benchmark is started
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: Declared answers do not replace measured evidence.

Open Capability

CONTROLLED_BETA_AVAILABLE

provider execution capability

AI Visibility and Citation Intelligence

How is this organization represented in approved AI observations and citations?

Evidence: Digest-bound observations, citations, drift and limitations
Credential boundary: Customer-managed provider credential encrypted in the exact project is required only for approved provider execution
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: Yes — only after exact project activation
Availability: Available in Controlled Beta
Execution dependency: exact project byok and tuple activation for new observations
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: New external observations require separate exact activation.

Open Capability

CONTROLLED_BETA_SYNTHETIC_DEMO

analysis capability

Authenticity and Provenance Intelligence

What provenance, metadata and review evidence is available for this artifact?

Evidence: Provenance, safe metadata, detector agreement and review state
Credential boundary: No provider credential is needed unless a separately approved workflow executes a provider
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: No for catalog review
Availability: Limited Controlled Access
Execution dependency: none for recorded signals; provider detectors require separate approval
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: No production publisher trust or independent authenticity verdict; unknown revocation is untrusted.

No customer activation is offered for this capability today.

CONTROLLED_BETA_AVAILABLE

analysis capability

Benchmark Express

How can I turn a plain-language question into a bounded evaluation?

Evidence: Benchmark observations, scope and limitations
Credential boundary: No provider credential is needed unless a separately approved workflow executes a provider
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: Yes — only after exact project activation
Availability: Available in Controlled Beta
Execution dependency: exact project byok and tuple activation only when a live run starts
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: Preparation does not execute a provider or certify a Benchmark.

Open Capability

CONTROLLED_BETA_AVAILABLE

analysis capability

Multi-run Stability

Does this result remain consistent across comparable runs?

Evidence: Comparable repeated-run statistics and evidence gaps
Credential boundary: No provider credential is needed unless a separately approved workflow executes a provider
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: No for catalog review
Availability: Available in Controlled Beta
Execution dependency: none for existing evidence; live reruns require exact activation
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: Only comparable evidence is analyzed.

Open Capability

CONTROLLED_BETA_AVAILABLE

analysis capability

Quality-Adjusted Cost

What did useful and accepted outputs cost in this tested scope?

Evidence: Explicit quality, validity and cost-availability states
Credential boundary: No provider credential is needed unless a separately approved workflow executes a provider
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: No for catalog review
Availability: Available in Controlled Beta
Execution dependency: none for existing evidence; live reruns require exact activation
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: Unavailable provider cost is never inferred as zero.

Open Capability

CONTROLLED_BETA_AVAILABLE

governance capability

Shareable Decision Scorecards

How can I share the evidence, decision and limitations safely?

Evidence: Evidence hash, decision, alternatives, limitations and validity
Credential boundary: No provider credential is needed unless a separately approved workflow executes a provider
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: No for catalog review
Availability: Available in Controlled Beta
Execution dependency: none
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: A scorecard is not WAO certification.

Open Capability

NOT_YET_ENABLED

controlled distribution capability

WAO Capture Extension

How can an authorized user send selected browser content into a governed WAO record?

Evidence: Explicit submission receipt and governed destination record
Credential boundary: No provider credential is needed unless a separately approved workflow executes a provider
Provider/model boundary: Provider-neutral; exact combinations are separately qualified · Workload-selected and entitlement controlled
BYOK required: No for catalog review
Availability: Not Currently Available
Execution dependency: none
Evidence freshness: Reviewed for interim classification; release acceptance pending
Known limitation: Native popup submission, Dataset reopen and one-use denials lack joined customer acceptance.

No customer activation is offered for this capability today.

Controlled Beta Access

Start with one decision and the evidence you already have.

Access is reviewed. Payments, checkout and unrestricted signup remain disabled.

Request Beta Access Read the evaluation guide