Workforce framework — built for non-technical operators

Your enterprise, orchestrated by an intelligent workforce.

CEEZ AI Workforce is an application framework for building reliable agentic systems: multi-agent teams, versioned artifacts, and a tamper-evident audit trail — with a fix-and-replay loop operators can run without writing code.

Audit‑first by designTeams + delegationVersioned artifactsBYOK providersNo credit card
Decision trail (tamper‑evident)
Audit inbox + approvals
Fix → replay impacted runs
Versioned agents/teams/tools
Teams + bounded delegation
Tool calling + contracts
Connectors (SQL) + schema
Policies + guardrails
BYOK LLM providers
Cost + run analytics
Decision trail (tamper‑evident)
Audit inbox + approvals
Fix → replay impacted runs
Versioned agents/teams/tools
Teams + bounded delegation
Tool calling + contracts
Connectors (SQL) + schema
Policies + guardrails
BYOK LLM providers
Cost + run analytics
ceez.ai/app — CEEZ AI Workforce
Decisions · 24h
1,284
Audit items open
7
Runs succeeded
98.2%
LLM spend · 24h
$0.042
Audit Inbox · 3 decisions need review
Policy guardrail
guardrail_block: tool_call=query_data (reason: missing WHERE clause)
Ops Coordinator
Delegated to Billing Worker + Support Worker (bounded delegation)
Fix & Replay
replay: run_id=… (patched policy v12 → v13)
How it works

Author → Run → Audit → Fix → Replay.

Ship agent workflows with a verifiable trail. When something goes wrong, fix the artifact and replay impacted runs — without losing provenance.

01

Author the workforce

Define agents, teams, tools, policies, and connectors as versioned artifacts. Publish changes safely with rollbacks.

02

Run in production

Coordinators delegate to specialist workers. Tools execute with strict contracts. Every meaningful action is recorded.

03

Audit and improve

Review decisions, patch the artifact, then replay affected runs. Keep a tamper-evident chain-of-custody.

Everything operators need. Nothing they don't.

Built for the non-technical operator who needs full control, not a Jupyter notebook.

Wedge

Decision Sealing

Every consequential action is sealed into a tamper-evident forensic trail. Version-pinned artifacts. Immutable provenance.

Core

Audit Inbox

Operators review flagged decisions in a linear inbox-style feed. One-click approve, override, or escalate — no code required.

Unique

Fix & Replay Loop

Found a bad decision? Fix the artifact, replay against all affected runs, ship to production in under three clicks.

Teams

Multi-Agent Teams

Coordinators delegate to specialized workers. Hierarchical topology with bounded recursion and a full decision trail per step.

BYOK

BYOK + Any Provider

Bring your own OpenAI, Anthropic, NVIDIA NIM, or Ollama key. Every token tracked, every cost surfaced in real time.

Studio

Version-Controlled Agents

Every agent, tool, skill, and policy is versioned. Publish new versions without breaking live runs. Full rollback.

Use cases, not assumptions.

The framework stays the same. Your domain changes the prompts, policies, and connectors.

Example

Retail operations

Daily KPIs, audits, inventory checks, store ops summaries — one team, many specialists.

Common

Customer support ops

Triage, escalation, policy-driven responses, and a trail of every action taken.

Common

IT operations

Ticket enrichment, change review, incident checklists, and automated follow-ups.

Data

Back-office analytics

SQL-backed answers with bounded queries, auditability, and replay when logic changes.

Security

Compliance workflows

Policies and guardrails enforced on every run, with an immutable decision trail.

Teams

Multi-team coordination

Delegate across teams with bounded recursion and clear responsibility boundaries.

12 workforce primitives.

Every building block to model your organization as a digital workforce.

Agents
Versioned autonomous workers with tool access
Teams
Coordinator + worker hierarchies
Tools
Built-in + custom function dispatch
Analytics
Token cost, run success, decision velocity
Connectors
SQL data sources with schema learning
Guardrails
Policy enforcement on every decision
Multi-tenant
Isolated tenants, shared infrastructure
Memory
Tenant-scoped long-term knowledge graph
Enterprise-ready

Built for security, compliance, and scale.

Multi-tenant isolation, RBAC, full audit log, BYOK across any LLM provider, and a fix loop that keeps your operations compliant and verifiable.

  • Immutable decision trail on every agent action
  • Per-tenant key isolation — your keys never leave your infra
  • RBAC with fine-grained autonomy tiers
  • One-click Caddy TLS for production deployments
  • Google OAuth + SAML / OIDC (coming Q3)
1M+
Decisions sealed
<3 clicks
Avg fix-loop time
Any BYOK
LLM providers
100%
Audit trail

Your workforce is waiting.

Start with a demo tenant in minutes. No credit card. Your agents, your data, your keys.