Measure
Evaluate representative AI tasks, outputs, artifacts and workflows.
Waltrump AI OrchestratorAI Performance Intelligence Platform
Measure AI Performance Before You Scale
Compare providers, models and multimodal workflows across quality, cost, latency, reliability, safety and readiness using evidence from your own representative workload.
Controlled beta access. Quotas apply. Provider credentials and provider API charges may be required. No payment during beta.
Interactive product preview
One workload. Comparable evidence.
EvidenceConfidenceCost contextLimitations
Provider A841.9 s$0.004
Provider B791.2 s$0.002
Provider CNeeds more data2.1 s$0.003
Illustrative product demonstration. Results are synthetic and are not live provider benchmarks. Synthetic example—not a live provider claim.
Evidence to action
Turn AI uncertainty into a measurable next decision.
WAO keeps the tested workload, evidence, confidence, limitation and next action connected—so a score is never presented without context.
Compare
See workload-specific provider, model and configuration trade-offs.
Decide
Identify evidence gaps, risks and the next evidence-backed action.
Validate
Use structured evaluation, human review and release gates where required.
Improve
Address quality, evidence, cost, safety and reliability gaps.
Monitor
Repeat evaluation after meaningful provider, prompt, retrieval, tool or release changes.
Guided starting point
What are you trying to do?
Choose the decision closest to your work. You will see an appropriate path without needing to understand the platform architecture first.
Recommended starting point
Find the best tested trade-off for your workload
Run the same representative scenarios across eligible provider options, then compare quality, latency, reliability, cost and confidence together.
Explore provider comparisonEvaluation intelligence
Go from a quick check to a reviewable decision.
Benchmark Express, repeated-run stability, Quality-Adjusted Cost, scorecards, AI Health actions, Readiness Pulse, visibility, evaluation packs, authenticity and controlled Capture share one evidence boundary.
Prepare
Turn one plain-language decision into a bounded Benchmark Express setup.
Repeat
Use comparable runs to see stability, failure, latency and cost states.
Decide
Share evidence-bound scorecards with limitations and a next validation.
Act
Give AI Health findings an owner and verify completion with evidence.
Extend
Review visibility, application, agent, authenticity and provenance workflows.
Capture
Send explicitly selected browser content into approved WAO destinations through controlled distribution.
Current capability truth
See what is available before you apply.
Availability comes from the public-safe capability catalog. A provider family or future modality is never treated as customer-ready without current acceptance evidence.
36 capability records
CONTROLLED_BETA_ACTIVATION_REQUIRED
provider execution capabilityAI 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
- Limited Controlled Access
- Execution dependency
- exact project byok and tuple activation for provider or agent runs
- Evidence freshness
- Reviewed 2026-09-10; exact workload evidence may be newer
- Known limitation
- Ten governed pack definitions are reviewable. Three owner-operated end-to-end pack runs remain an acceptance gate; installation alone executes nothing.
CONTROLLED_BETA_ACTIVATION_REQUIRED
provider execution capabilityAI Gateway
How can my application execute approved requests while recording evidence?
- Evidence
- Request, usage, latency, safety and reliability 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
- Limited Controlled Access
- Execution dependency
- exact project byok and tuple activation
- Evidence freshness
- Reviewed 2026-09-10; exact workload evidence may be newer
- Known limitation
- Execution requires an active project, entitled Gateway key, valid encrypted provider credential, exact approved provider/model/operation tuple, quota, policy, and enabled environment flag. Automatic provider switching is disabled.
CONTROLLED_BETA_AVAILABLE
analysis capabilityAI Health
What evidence supports the current health and next action?
- Evidence
- Dimension states, confidence and 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
- Evidence freshness
- Reviewed 2026-09-10; exact workload evidence may be newer
- Known limitation
- Health is decision support based on available evidence, not a certification or guarantee.
CONTROLLED_BETA_REVIEW_AVAILABLE
analysis capabilityAI 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
- Limited Controlled Access
- Execution dependency
- none unless a separate retest is requested
- Evidence freshness
- Reviewed 2026-09-10; exact workload evidence may be newer
- Known limitation
- Actions become verified only after applicable evidence is attached. WAO does not change a provider or production configuration automatically.
CONTROLLED_BETA_REVIEW_AVAILABLE
integration capabilityAI Performance Network
What evidence is available for this decision?
- Evidence
- Capability-specific evidence and known 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
- No for catalog review
- Availability
- Limited Controlled Access
- Execution dependency
- none
- Evidence freshness
- Reviewed 2026-09-10; exact workload evidence may be newer
- Known limitation
- Contribution is off by default; insights require consent, entitlement, and privacy thresholds.
CONTROLLED_BETA_REVIEW_AVAILABLE
governance capabilityAI 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
- Limited Controlled Access
- Execution dependency
- none unless a separate benchmark is started
- Evidence freshness
- Reviewed 2026-09-10; exact workload evidence may be newer
- Known limitation
- Readiness Pulse is directional decision support. Declared answers never replace measured evidence, and Needs data remains visible.
CONTROLLED_BETA_AVAILABLE
governance capabilityAI Safety
What safety signals and unresolved risks need review?
- Evidence
- Capability-specific evidence and known 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
- No for catalog review
- Availability
- Available in Controlled Beta
- Execution dependency
- none
- Evidence freshness
- Reviewed 2026-09-10; exact workload evidence may be newer
- Known limitation
- Safety checks are evidence and control inputs, not a guarantee that an AI system is safe.
CONTROLLED_BETA_REVIEW_AVAILABLE
provider execution capabilityAI 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
- Limited Controlled Access
- Execution dependency
- exact project byok and tuple activation for new observations
- Evidence freshness
- Reviewed 2026-09-10; exact workload evidence may be newer
- Known limitation
- Observations require exact execution evidence. Public lead capture is disabled, and WAO does not claim to observe every answer engine.
Scope with evidence boundaries
Evaluate more than text.
WAO’s architecture covers text, embeddings, retrieval, documents, images, audio, video and proposal-only agents. Customer execution is enabled only for exact combinations that have current acceptance evidence, project BYOK and an active bounded grant.
Availability varies by provider, model, operation, account, region and approved beta entitlement. Realtime interaction and other unlisted paths are not implied.Review provider and modality boundariesText + structured outputEmbeddings + retrievalDocuments + OCRVision + imagesAudio + realtimeVideoTools + agentsPrivate endpoints
Decision-ready proof
See the report before you run the evaluation.
Every public example is synthetic. It demonstrates structure and decision support, not real provider performance.
Executive AI Performance
Leadership summary of evidence, confidence, risk and next decision.
Preview sampleProvider and Model Comparison
Workload-specific quality, latency, reliability and cost trade-offs.
Preview sampleAI Release Readiness
Release criteria, missing evidence, accountable review and next action.
Preview sampleRAG and Retrieval
Retrieval relevance, coverage, grounding and failure categories.
Preview sampleMultimodal Quality
Modality-specific evidence, artifacts, safety and human review.
Preview sampleAgent Reliability
Task completion, tool behavior, policy and recovery evidence.
Preview sampleSecurity and customer control
Keep provider choice and evidence under your control.
WAO separates organizations and projects, encrypts configured provider credentials, limits artifacts by entitlement, and keeps Performance Network contribution off until separately authorized.
Review the public security boundaryCustomer-controlled provider selectionEncrypted provider credentialsOrganization and project isolationSeparate consent and retention controlsEvidence, confidence and limitationsRepeatable review after change
Plain-English answers
What controlled beta means in practice.
What is WAO?
WAO is an AI Performance Intelligence Platform that connects representative evaluation evidence to provider comparison, AI Health, release decisions and the next improvement action.
Is WAO an AI model?
No. WAO is an evaluation, evidence and decision layer above approved AI providers and customer workflows.
What does Controlled Beta Access mean?
Capabilities, quotas and operating boundaries are assigned after review. Beta access is not a public production entitlement and may require feedback and revalidation.
Can I start with one free benchmark?
Request Free Benchmark is available. Under the current manual review policy, submission does not promise access beyond the stated path.
Which providers are currently available?
Selected exact OpenAI, Anthropic, Google Gemini, Mistral and OpenRouter tuples. Only selected exact tuples are certified, and execution remains default-off until project BYOK and exact activation pass.
Does one provider listing include all its models?
No. Provider family support never means every model, operation, account type or region is accepted.
Can WAO evaluate multimodal AI?
Some exact multimodal combinations have controlled access. Check the capability explorer for the current provider, operation and evidence boundary.
Do I need provider credentials?
A provider credential is required only when an approved workflow executes against the customer's provider account.
Are provider API charges included?
No. Provider API charges are separate and remain the customer's responsibility when an approved workflow executes their provider account.
Is payment required during beta?
No. Payment and checkout are currently disabled during controlled beta.
Does WAO always select the best model?
No. There is no universally best model. WAO helps identify tested, workload-specific trade-offs and the evidence still needed.
Does WAO certify or guarantee AI?
No. WAO provides decision support based on scoped evidence. It does not certify, guarantee or prove that an AI system is universally safe, accurate or production ready.
Is customer evidence contributed automatically?
No. Performance Network contribution is separate, off by default and requires explicit authorized consent and privacy thresholds.
Can WAO evaluate private or local endpoints?
A controlled architecture discussion is available. Customer execution is not offered until the endpoint, network, credential, data and support boundary is approved.
What happens after an application is submitted?
WAO records the request, applies a customer-safe review classification and sends it to the controlled-beta operations queue. The team may request clarification before assigning an invite, waitlist status or scoped access path.
Start with one decision
Measure your AI before your next provider or release decision.
Controlled beta access. Quotas apply. Provider credentials and provider API charges may be required. No payment during beta.