Platform Capabilities
Build AI systems that actually run in production
Whizurai lets you assemble verified capabilities into workflows that produce real outputs — not experiments. Every execution is traceable, auditable, and cost-controlled.
Capabilities are not features. They are executable building blocks.
What teams use Whizurai for
Teams use Whizurai to turn intelligence into action — safely, repeatably, and at scale.
Investigate incidents
Generate root-cause reports automatically
Detect emerging signals
Across datasets and systems in real-time
Generate content at scale
Brand-consistent images, videos, and text
Transform raw inputs
Into structured, usable data
Automate decisions
Based on events or schedules
Audit every execution
Full visibility into what ran and why
Each outcome is powered by composable capabilities that can be chained into full workflows.
Research
Answer complex questions with grounded, inspectable reasoning.
- Source-backed answers
- Multi-step reasoning
- Verifiable outputs
Used in: Incident investigation, Market analysis, Knowledge synthesis
Discovery
Detect meaningful signals across streams, datasets, and environments.
- Pattern detection
- Trend emergence
- Continuous scanning
Used in: Monitoring, Early warning systems, Opportunity detection
Generation
Produce text, images, video, or structured outputs ready to use.
- Deterministic outputs
- Format control
- Model routing
Used in: Content creation, Reporting, Automation
Enrichment
Turn raw input into normalized, usable data.
- Classification
- Extraction
- Normalization
Used in: Data pipelines, Ingestion, Cleanup
Moderation & Safety
Apply safeguards before execution or delivery.
- Policy enforcement
- Risk detection
- Guardrails by default
Used in: Content pipelines, Compliance checks, Brand safety
Automation
Trigger intelligence automatically based on events or conditions.
- Event-driven runs
- Schedules & hooks
- Zero manual steps
Used in: Alerts, Background jobs, Ops automation
Observability
Inspect exactly what ran, what it produced, and why.
- Full execution trace
- Inputs & outputs
- Audit-ready logs
Used in: Debugging, Audits, Reliability
Designed to be composed
Capabilities are designed to be chained into workflows that run as a single, auditable system.
Detect a signal → validate it with research → normalize the data → generate an output → audit the full execution trail.
Example Workflow
Incident Investigation
Automatically investigate system issues and generate an auditable incident report.
Discovery
Detect anomalous signals from logs, metrics, or events
Research
Analyze context and historical data to form hypotheses
Enrichment
Normalize and structure evidence for processing
Generation
Produce incident summary with causes and next steps
Observability
Inspect full execution trace and decisions
Produces a structured, auditable incident report — without manual triage.
View workflowExecutable
Runs in production, not demos. Every capability executes as a real job with defined inputs and outputs.
Auditable
Every step is logged, inspectable, and reproducible. No black boxes.
Composable
Use capabilities alone or chain them together. Nothing is locked into a single workflow.
Whizurai workflows aren't prompts or demos. They are executable systems with defined inputs, outputs, and traceable behavior.