Feature catalog

Every capability, stage by stage.

The detail behind Ground and Crew, for teams evaluating the platform. For the plain-words version, start with the platform overview. For architecture, see the technical overview.

Feature list · Ceez Ground

Discover Understand Resolve Certify Watch Re-ground

Ceez Ground is the semantic workforce that discovers, validates, and continuously maintains what the enterprise knows and what it means — so every AI worker can operate with trusted context.

Discover

Find and catalog everything the enterprise knows about.

  • Entity discovery
  • Attribute & field discovery
  • Relationship mapping
  • Concept & terminology discovery
  • Metric discovery
  • Source inventory
  • Existing mappings
  • Provenance discovery

Understand

Establish the business meaning behind data, concepts and relationships.

  • Semantic interpretation
  • Field-to-concept mapping
  • Cross-system alignment
  • Business terminology normalization
  • Relationship interpretation
  • Metric definition & meaning
  • Context enrichment
  • Ambiguity detection

Resolve

Identify conflicts and capture trusted decisions with full provenance.

  • Conflict detection
  • Competing interpretations
  • Human review & approval
  • Decision capture & rationale
  • Ownership & accountability
  • Institutionalize decisions
  • Semantic equivalence
  • Investigation handoff

Certify

Turn validated meaning into governed semantic records and contracts.

  • Certified semantic records
  • Stable semantic identifiers
  • Entity, attribute & relationship contracts
  • Versioned contracts
  • Provenance attachment
  • Governed publication
  • API access for AI workers
  • Change history

Watch

Detect change and keep enterprise intelligence current.

  • Semantic drift detection
  • Definition-change detection
  • Relationship-change detection
  • Source-change detection
  • Staleness detection
  • Change alerts & monitoring
  • Impact analysis
  • Revalidation triggers

Re-ground

Incorporate new facts, decisions and outcomes to continuously improve.

  • Incorporate new facts
  • Capture outcomes
  • Capture exceptions
  • Capture lessons
  • Update semantic understanding
  • Maintain enterprise context
  • Version updates
  • Close the learning loop

Illustrative screens · not customer data

Feature list · Ceez Crew

Build Run Govern Prove Improve

Everything you need to set up AI agents, put them to work, keep them in bounds, and show exactly what they did — whether you run the business, IT, or compliance.

Build

Set up your AI team — no PhD required.

  • Point-and-click builder
  • Visual workflow composer
  • Agents-as-Code (ceez.yaml)
  • Ready-made solution packs
  • Memory + knowledge base

Run

Put agents to work — with you, or on their own.

  • Teams of specialists
  • Auto-routing with charts
  • One-click skill authoring
  • Goal-driven execution
  • Verified investigations
  • Autonomous workforce
  • Schedules & event triggers
  • Text-to-SQL with dashboards
  • Generate reports (PDF/PPT/XLSX)

Govern

Real limits that actually stop bad actions.

  • Safety filters & guardrails
  • Shadow simulation
  • Blast-radius governor
  • One-click pause
  • Enforced OBO delegation
  • Dual-control approvals
  • Roles & resource access (RBAC)
  • SSO (OIDC) + SCIM
  • Tenant isolation inside your instance

Prove

Show exactly what happened — and prove it.

  • Hash-chained decision ledger
  • Deterministic grounding check
  • Decision-native trace
  • Counterfactual publish gate
  • Lineage, cost & quality tracking
  • Evaluations & audit trails
  • Confidence score for every answer

Improve

AI workers that learn from outcomes, and you can undo any lesson.

  • Learns from its mistakes
  • Dynamic few-shot exemplars
  • Trust-gated skill library
  • Inference-time verify + refine
  • Eval-gated prompt optimizer
  • LoRA fine-tuning controls

Illustrative screens · not customer data

Get started

Give Ceez one objective.

See how Ceez turns a real business objective into a working, governed AI workforce. A Ceez engineer uses the FDE Workbench to understand your environment, ground the objective and show you how it would run, with controls from day one.

  • A 45-minute walkthrough with an engineer
  • Your objective, scoped against your own systems
  • Your environment: your cloud, your data center, or air-gapped
  • Your controls, from day one

Prefer email? Write to info@ceez.ai

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