Wineberry
WineberryOS

A control plane for operational intelligence.

WineberryOS sits on top of client systems, turns operational activity into evidence-backed recommendations, and executes governed remediations only when policy and humans allow it.

№ 01The Operating Loop

Six stages, one governed system.

Each stage turns an input signal into a concrete artifact. The loop is the product architecture: evidence becomes a recommendation, recommendations become approved actions, and approved actions become measured outcomes.

Observe

01

WineberryOS reads the systems where work already happens instead of asking operators to adopt another blank dashboard.

Signal
CRM, email, Slack, spreadsheets, and client systems
Artifact
Unified operating graph

Interpret

02

Raw activity becomes normalized records, resolved entities, handoff patterns, and measurable bottlenecks.

Signal
Entity resolution, workflow analysis, and anomaly detection
Artifact
Prioritized operating signals

Recommend

03

Recommendations cite the facts behind them so operators can understand why a fix matters before acting.

Signal
Evidence bundles, impact estimates, confidence, and risk
Artifact
Action queue

Approve

04

High-risk writeback requires human approval. Billing mutation, outbound email, and permanent deletes stay blocked.

Signal
Role checks, risk tiers, hard blocks, and audit logs
Artifact
Governed decision record

Execute

05

Approved fixes run through explicit execution paths with ownership re-validation and partial-failure handling.

Signal
Connector writeback, idempotency, conflict checks, retries
Artifact
Controlled remediation

Measure

06

The platform closes the loop by showing what changed, what paid off, and what needs another pass.

Signal
Before/after baselines, adoption, ROI, quality scores
Artifact
Value report
№ 02The Surfaces

Surfaces the team actually uses.

  • 01

    Client portal for recommendations, approvals, billing, and reporting

  • 02

    Desktop app for always-on operational visibility

  • 03

    Automation Hub for credentialed automations and watchdog alerts

  • 04

    Proposal Studio for staff-authored commercial artifacts

  • 05

    BerryEval quality and readiness scoring

  • 06

    Superadmin operations surfaces for the AITP team

№ 03Governance

Guardrails before action.

  • Tenant-scoped queries and queue payloads01
  • Encrypted provider credentials02
  • Schema-validated model outputs03
  • Human approval for high-risk writeback04
  • Hard blocks on billing, outbound email, and permanent deletes05
  • Audit trails for state-changing actions06

Governance is the moat.

Tenant isolation, encrypted credentials, schema-validated model output, approval gates, and hard-blocked action types are built into the operating loop, not added after the demo.