---
id: ADAPTIVE-WP-0008
type: workplan
title: "Governance and recommendation workflows"
domain: financials
repo: adaptive-pricing
status: backlog
owner: codex
topic_slug: helix-forge
created: "2026-07-02"
updated: "2026-07-02"
state_hub_workstream_id: "d83543cc-f93f-47cc-9650-f985463f6f43"
---

# Governance and recommendation workflows

Operationalize adaptive pricing with approval policies, recommendation
interfaces, experiment guardrails, and auditable lifecycle workflows.

## Define Governance Policy Model

```task
id: ADAPTIVE-WP-0008-T01
status: todo
priority: high
state_hub_task_id: "66f36062-b16b-426b-b216-e5263d532b2a"
```

Define publish, change, rollback, grandfathering, approval, and exposure-limit
policies for adaptive pricing operations.

## Implement Seller Recommendation Workflow

```task
id: ADAPTIVE-WP-0008-T02
status: todo
priority: high
state_hub_task_id: "1b402c31-1afd-4b71-a8a9-23dadbaae6ac"
```

Evolve the current rules-based recommendation layer into a workflow that can
cite assumptions, constraints, simulations, and approval requirements.

## Define Customer-Facing Safe-Tuning Contract

```task
id: ADAPTIVE-WP-0008-T03
status: todo
priority: medium
state_hub_task_id: "3f4a8e6e-4333-48d8-9af7-fae53fe85c7b"
```

Define the API and UX contract for customer-visible tuning so buyers can
understand price trade-offs without exposing unsafe or opaque pricing behavior.

## Add Experiment And Health-Check Surfaces

```task
id: ADAPTIVE-WP-0008-T04
status: todo
priority: medium
state_hub_task_id: "e1fd3a11-eb6c-4747-ae32-7d18fa6c9446"
```

Add pricing health checks, experiment guardrails, version history, and audit
surfaces needed for ongoing operations after solver and provider publication
exist.

## Exit Criteria

```task
id: ADAPTIVE-WP-0008-T05
status: todo
priority: medium
state_hub_task_id: "75778f37-e77a-4a70-865a-52042729fe42"
```

Exit when adaptive pricing changes are explainable, policy-governed, auditable,
and operable by both humans and agents.

Dependencies: `ADAPTIVE-WP-0006`, `ADAPTIVE-WP-0007`.