diff --git a/AGENTS.md b/AGENTS.md
index 1de238e..1cedd15 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -9,20 +9,24 @@ AOC is a FastAPI microservice that ingests Microsoft Entra (Azure AD) audit logs
 - **Runtime**: Python 3.11 (3.14 for tests)
 - **Web Framework**: FastAPI + Uvicorn (Gunicorn in production)
 - **Database**: MongoDB (PyMongo)
+- **Cache/Queue**: Valkey/Redis 8 (caching + arq async job queue)
 - **Frontend**: Alpine.js + HTML/CSS (served as static files from `backend/frontend/`)
 - **Authentication**: Optional OIDC Bearer token validation against Microsoft Entra (using `python-jose` and MSAL.js on the frontend)
 - **External APIs**: Microsoft Graph API, Office 365 Management Activity API, Azure OpenAI / MS Foundry
 - **Deployment**: Docker Compose (dev), Docker Compose + nginx (prod)
 - **CI/CD**: Gitea Actions (lint + test + Docker build + release)
+- **Secrets Storage**: Environment variables (`.env`) or optional Azure Key Vault
 
 ## Project Structure
 
 ```
 backend/
   main.py              # FastAPI app, router registration, background periodic fetch
-  config.py            # Pydantic Settings configuration (loads .env)
+  config.py            # Pydantic Settings configuration (loads .env + optional Key Vault)
   database.py          # MongoClient setup (db = micro_soc, collection = events)
   auth.py              # OIDC Bearer token validation, JWKS caching, role/group checks
+  secrets_manager.py   # Optional Azure Key Vault integration for secrets
+  rate_limiter.py      # Redis-backed fixed-window rate limiter (fail-closed)
   requirements.txt     # Python dependencies
   Dockerfile           # python:3.11-slim image, non-root user, version baked at build
   mcp_server.py        # Standalone MCP server for Claude Desktop / Cursor integration
@@ -34,6 +38,9 @@ backend/
     health.py          # GET /health, GET /metrics
     rules.py           # Rule-based alerting endpoints
     webhooks.py        # Microsoft Graph change notification webhooks
+    alerts.py          # Alert management endpoints
+    saved_searches.py  # Saved filter presets
+    jobs.py            # Async job status polling
   graph/
     auth.py            # Client credentials token acquisition for Graph
     audit_logs.py      # Fetch and enrich directory audit logs from Graph
@@ -59,16 +66,42 @@ Copy `.env.example` to `.env` at the repo root and fill in values:
 cp .env.example .env
 ```
 
-Key variables:
+### Core variables
 - `TENANT_ID`, `CLIENT_ID`, `CLIENT_SECRET` — Microsoft app registration credentials (application permissions)
 - `AUTH_ENABLED` — set `true` to protect API/UI with OIDC Bearer tokens
 - `AUTH_TENANT_ID`, `AUTH_CLIENT_ID` — token validation audience/issuer
 - `AUTH_ALLOWED_ROLES`, `AUTH_ALLOWED_GROUPS` — comma-separated access control lists
 - `ENABLE_PERIODIC_FETCH`, `FETCH_INTERVAL_MINUTES` — background ingestion scheduler
 - `MONGO_ROOT_USERNAME`, `MONGO_ROOT_PASSWORD`, `MONGO_PORT` — used by Docker Compose for MongoDB
+
+### AI / LLM variables
 - `AI_FEATURES_ENABLED` — set `false` to completely disable AI endpoints and UI (default `true`)
 - `LLM_API_KEY`, `LLM_BASE_URL`, `LLM_MODEL`, `LLM_MAX_EVENTS`, `LLM_TIMEOUT_SECONDS` — LLM provider settings
 - `LLM_API_VERSION` — required for Azure OpenAI / MS Foundry endpoints
+- `LLM_ALLOWED_DOMAINS` — comma-separated domain allowlist for LLM endpoints (e.g. `api.openai.com,*.openai.azure.com`)
+
+### Security variables
+- `CORS_ORIGINS` — comma-separated allowed origins (default `*`; set explicit origins in production)
+- `DOCS_ENABLED` — set `true` to expose `/docs`, `/redoc`, `/openapi.json` (default `false`)
+- `METRICS_ALLOWED_IPS` — comma-separated CIDRs allowed to access `/metrics` (default: private networks + loopback)
+- `WEBHOOK_CLIENT_SECRET` — secret for validating Graph webhook `clientState`
+- `SIEM_ENABLED`, `SIEM_WEBHOOK_URL` — optional SIEM forwarding
+- `SIEM_ALLOWED_DOMAINS` — comma-separated domain allowlist for SIEM webhook URLs
+- `RATE_LIMIT_ENABLED`, `RATE_LIMIT_REQUESTS`, `RATE_LIMIT_WINDOW_SECONDS` — Redis-backed rate limiting
+
+### Optional Azure Key Vault
+- `AZURE_KEY_VAULT_NAME` — name of the Azure Key Vault to load secrets from
+- When set, AOC fetches these secrets at startup:
+  - `aoc-client-secret` → `CLIENT_SECRET`
+  - `aoc-llm-api-key` → `LLM_API_KEY`
+  - `aoc-mongo-uri` → `MONGO_URI`
+  - `aoc-webhook-client-secret` → `WEBHOOK_CLIENT_SECRET`
+- Requires `azure-identity` and `azure-keyvault-secrets` (uncomment in `requirements.txt`)
+
+### Privacy / access control
+- `PRIVACY_SERVICES` — comma-separated services to hide from non-privileged users (e.g. `Exchange,Teams`)
+- `PRIVACY_SENSITIVE_OPERATIONS` — comma-separated operations to gate
+- `PRIVACY_SERVICE_ROLES` — comma-separated Entra roles that grant access to privacy data
 
 ## Build and Run Commands
 
@@ -102,7 +135,9 @@ uvicorn main:app --reload --host 0.0.0.0 --port 8000
 - `GET /api/config/features` — feature flags (`ai_features_enabled`)
 - `POST /api/ask` — natural language query; returns LLM narrative + referenced events (only when `AI_FEATURES_ENABLED=true`)
 - `GET /health` — liveness probe with DB connectivity
-- `GET /metrics` — Prometheus metrics
+- `GET /metrics` — Prometheus metrics (IP-restricted by default)
+- `GET /api/source-health` — last fetch status per ingestion source
+- `GET /api/version` — running version
 
 ## MCP Server
 
@@ -162,16 +197,30 @@ When adding new features or bug fixes, add or update tests in `backend/tests/`.
 - Auth middleware and token validation
 - API endpoints (`/api/events`, `/api/fetch-audit-logs`, `/api/ask`)
 - NLQ time range extraction, entity extraction, query building
+- Rate limiting behavior
 
 ## Security Considerations
 
-- **Secrets**: `CLIENT_SECRET`, `LLM_API_KEY`, and other credentials come from `.env`. Never commit `.env`.
-- **Auth validation**: When `AUTH_ENABLED=true`, the backend fetches JWKS from `https://login.microsoftonline.com/{AUTH_TENANT_ID}/v2.0/.well-known/openid-configuration`, caches keys for 1 hour, and validates tenant/issuer claims. Tokens are decoded without strict signature verification (`jwt.get_unverified_claims`), so the tenant and issuer checks are the primary gate.
-- **Role/Group gating**: Access is allowed if the token’s `roles` intersect `AUTH_ALLOWED_ROLES` or `groups` intersect `AUTH_ALLOWED_GROUPS`. If neither list is configured, all authenticated users are allowed.
+- **Secrets**: `CLIENT_SECRET`, `LLM_API_KEY`, and other credentials come from `.env` or Azure Key Vault. Never commit `.env`.
+- **Auth validation**: When `AUTH_ENABLED=true`, the backend fetches JWKS from `https://login.microsoftonline.com/{AUTH_TENANT_ID}/v2.0/.well-known/openid-configuration`, caches keys for 1 hour, and validates tenant/issuer/audience claims. Tokens are decoded with RS256 signature verification.
+- **Role/Group gating**: Access is allowed if the token's `roles` intersect `AUTH_ALLOWED_ROLES` or `groups` intersect `AUTH_ALLOWED_GROUPS`. If neither list is configured, all authenticated users are allowed — a startup warning is logged in this case.
+- **CORS**: When `AUTH_ENABLED=true` and `CORS_ORIGINS="*"`, `allow_credentials` is forced to `false` to prevent cross-origin token leakage.
+- **Rate limiting**: Redis-backed fixed-window rate limiting with per-category limits (fetch=10/hr, ask=30/min, write=20/min, default=120/min). Fails closed (returns 429) when Redis is unavailable.
 - **Pagination limits**: `page_size` is clamped to a maximum of 500 to prevent large queries.
 - **Fetch window cap**: `hours` is clamped to 720 (30 days) to avoid runaway API calls.
+- **LLM SSRF guard**: `LLM_BASE_URL` must be HTTPS and cannot point to private IPs. Optional `LLM_ALLOWED_DOMAINS` restricts to specific domains.
+- **SIEM SSRF guard**: `SIEM_WEBHOOK_URL` has the same validation as LLM URLs, plus optional `SIEM_ALLOWED_DOMAINS`.
+- **Metrics IP gating**: `/metrics` is restricted to private/loopback IPs by default via `METRICS_ALLOWED_IPS`.
+- **OpenAPI docs**: Disabled by default (`DOCS_ENABLED=false`). Enable only in development.
+- **CSP**: Content-Security-Policy headers are set on all responses. `unsafe-eval` is required for Alpine.js v3 expression evaluation.
+- **SRI**: CDN scripts (Alpine.js, MSAL.js) include Subresource Integrity hashes to prevent supply chain compromise.
 - **MCP server**: The MCP server bypasses auth entirely. Only run it in trusted environments or behind a VPN.
 
+### Security Documentation
+
+- `PEN_TEST_REPORT_v1.7.11.md` — Internal soft penetration test findings and remediation
+- `THREAT_MODEL_v1.7.13.md` — Comprehensive threat model covering Entra/token abuse vectors
+
 ## Maintenance and Operations
 
 The `backend/maintenance.py` script provides two CLI commands useful for backfilling or correcting stored data:
diff --git a/DEPLOY.md b/DEPLOY.md
index cf2fd0d..5000691 100644
--- a/DEPLOY.md
+++ b/DEPLOY.md
@@ -7,6 +7,7 @@ AOC runs as a set of Docker containers orchestrated by Docker Compose:
 - **nginx** — reverse proxy, TLS termination, static file serving
 - **backend** — FastAPI application (Gunicorn + Uvicorn workers)
 - **mongo** — MongoDB data store (not exposed externally)
+- **valkey** — Redis-compatible cache and async job queue (not exposed externally)
 
 ## Prerequisites
 
@@ -20,7 +21,7 @@ AOC runs as a set of Docker containers orchestrated by Docker Compose:
 1. **Clone / pull the latest release**
 
    ```bash
-   git checkout v1.1.0
+   git checkout v1.7.14
    ```
 
 2. **Copy and edit environment variables**
@@ -33,7 +34,7 @@ AOC runs as a set of Docker containers orchestrated by Docker Compose:
 3. **Set the release version**
 
    ```bash
-   export AOC_VERSION=v1.1.0
+   export AOC_VERSION=v1.7.14
    ```
 
 4. **Deploy**
@@ -53,7 +54,7 @@ AOC runs as a set of Docker containers orchestrated by Docker Compose:
 ## Updating to a new release
 
 ```bash
-export AOC_VERSION=v1.2.0
+export AOC_VERSION=v1.7.14
 docker compose -f docker-compose.prod.yml pull
 docker compose -f docker-compose.prod.yml up -d
 ```
@@ -75,24 +76,56 @@ docker compose -f docker-compose.prod.yml up -d
 
 Replace the `nginx` service in `docker-compose.prod.yml` with a Certbot-friendly setup (e.g., use the `nginx-proxy` + `acme-companion` stack) or mount the Certbot certificates into `nginx/ssl/`.
 
-## Security hardening
+## Security Hardening
 
 - MongoDB is **not exposed** to the host — only the backend container can reach it.
+- Valkey/Redis is **not exposed** to the host — only the backend container can reach it.
 - The backend runs as a non-root (`aoc`) user inside the container.
 - nginx adds security headers (`X-Frame-Options`, `X-Content-Type-Options`, etc.).
 - Keep `.env` out of version control — it is listed in `.gitignore`.
+- Set `AUTH_ENABLED=true` and configure `AUTH_ALLOWED_ROLES` or `AUTH_ALLOWED_GROUPS` to restrict access to admin/security roles.
+- Set explicit `CORS_ORIGINS` — do not use `*` in production when auth is enabled.
+- Set `DOCS_ENABLED=false` to hide OpenAPI docs (`/docs`, `/openapi.json`).
+- Configure `WEBHOOK_CLIENT_SECRET` to validate Graph webhook notifications.
+- Set `LLM_ALLOWED_DOMAINS` if using AI features (e.g. `api.openai.com,*.openai.azure.com`).
+- Set `SIEM_ALLOWED_DOMAINS` if using SIEM forwarding.
+- Review `METRICS_ALLOWED_IPS` — defaults to private networks + loopback.
+
+## Azure Key Vault (Optional)
+
+To eliminate long-lived secrets from `.env`:
+
+1. Create an Azure Key Vault and add these secrets:
+   - `aoc-client-secret` — your Graph app `CLIENT_SECRET`
+   - `aoc-llm-api-key` — your `LLM_API_KEY` (if using AI)
+   - `aoc-mongo-uri` — your `MONGO_URI`
+   - `aoc-webhook-client-secret` — your `WEBHOOK_CLIENT_SECRET`
+
+2. Uncomment `azure-identity` and `azure-keyvault-secrets` in `backend/requirements.txt`
+
+3. Set `AZURE_KEY_VAULT_NAME=your-keyvault-name` in `.env`
+
+4. Grant the container identity `Get` permission on secrets:
+   - If using Azure Container Instances / AKS: assign a managed identity
+   - If using VM: assign a managed identity or use a service principal
+   - If using local Docker: authenticate via `az login` on the host
+
+5. Rebuild and redeploy:
+   ```bash
+   docker compose -f docker-compose.prod.yml up -d --build
+   ```
 
 ## Rollback
 
 ```bash
-export AOC_VERSION=v1.0.3
+export AOC_VERSION=v1.7.13
 docker compose -f docker-compose.prod.yml pull
 docker compose -f docker-compose.prod.yml up -d
 ```
 
 ## Monitoring
 
-- Prometheus metrics: `http://your-host/metrics`
+- Prometheus metrics: `http://your-host/metrics` (IP-restricted by default)
 - Health check: `http://your-host/health`
 - Container logs:
 
@@ -100,4 +133,13 @@ docker compose -f docker-compose.prod.yml up -d
   docker compose -f docker-compose.prod.yml logs -f backend
   docker compose -f docker-compose.prod.yml logs -f nginx
   docker compose -f docker-compose.prod.yml logs -f mongo
+  docker compose -f docker-compose.prod.yml logs -f valkey
   ```
+
+## Troubleshooting
+
+- **Auth warning in logs**: "AUTH_ENABLED is true but no AUTH_ALLOWED_ROLES or AUTH_ALLOWED_GROUPS are configured" — set these to restrict access.
+- **CORS issues**: Set `CORS_ORIGINS` to your exact frontend origin(s). Wildcard with auth enabled disables credentials.
+- **Rate limiting 429s**: Check Redis/Valkey connectivity. The rate limiter fails closed (returns 429) when Redis is down.
+- **LLM errors**: Verify `LLM_BASE_URL` is in `LLM_ALLOWED_DOMAINS` if the allowlist is configured.
+- **SIEM not forwarding**: Verify `SIEM_WEBHOOK_URL` uses HTTPS and is in `SIEM_ALLOWED_DOMAINS`.
diff --git a/README.md b/README.md
index fa9c370..6a89f02 100644
--- a/README.md
+++ b/README.md
@@ -11,13 +11,14 @@ FastAPI microservice that ingests Microsoft Entra (Azure AD) and other admin aud
 - Optional OIDC bearer auth (Entra) to protect the API/UI and gate access by roles/groups.
 - Natural language query (`/api/ask`) powered by LLM (OpenAI, Azure OpenAI, or any compatible API).
 - MCP server for Claude Desktop / Cursor integration.
+- Optional Azure Key Vault integration for secrets storage.
 
 ## Prerequisites (macOS)
 - Python 3.11
 - Docker Desktop (for the quickest start) or a local MongoDB instance
 - An Entra app registration with **Application** permission `AuditLog.Read.All` and admin consent granted
   - Also required to fetch other sources:
-    - `https://manage.office.com/.default` (Audit API) with `ActivityFeed.Read`/`ActivityFeed.ReadDlp` (built into the app registration’s API permissions for Office 365 Management APIs)
+    - `https://manage.office.com/.default` (Audit API) with `ActivityFeed.Read`/`ActivityFeed.ReadDlp` (built into the app registration's API permissions for Office 365 Management APIs)
     - Intune audit: `DeviceManagementConfiguration.Read.All` (or broader) for `/deviceManagement/auditEvents`
   - Optional API protection: configure `AUTH_ENABLED=true` and set `AUTH_TENANT_ID`/`AUTH_CLIENT_ID` (the audience) plus allowed roles/groups.
 
@@ -49,8 +50,43 @@ cp .env.example .env
 # LLM_BASE_URL=https://api.openai.com/v1
 # LLM_MODEL=gpt-4o-mini
 # LLM_TIMEOUT_SECONDS=30
+# LLM_ALLOWED_DOMAINS=api.openai.com,*.openai.azure.com
+
+# Optional: SIEM forwarding
+# SIEM_ENABLED=true
+# SIEM_WEBHOOK_URL=https://your-siem.com/webhook
+# SIEM_ALLOWED_DOMAINS=your-siem.com
+
+# Optional: Azure Key Vault for secrets storage
+# AZURE_KEY_VAULT_NAME=your-keyvault-name
 ```
 
+### Using Azure Key Vault for secrets
+Instead of storing `CLIENT_SECRET`, `LLM_API_KEY`, `MONGO_URI`, and `WEBHOOK_CLIENT_SECRET` in `.env`, you can store them in Azure Key Vault:
+
+1. Create a Key Vault and add secrets with these names:
+   - `aoc-client-secret` → your Graph app `CLIENT_SECRET`
+   - `aoc-llm-api-key` → your `LLM_API_KEY`
+   - `aoc-mongo-uri` → your `MONGO_URI`
+   - `aoc-webhook-client-secret` → your `WEBHOOK_CLIENT_SECRET`
+2. Uncomment `azure-identity` and `azure-keyvault-secrets` in `backend/requirements.txt`
+3. Set `AZURE_KEY_VAULT_NAME=your-keyvault-name` in `.env`
+4. Ensure the container has Azure identity credentials (managed identity, service principal, or Azure CLI auth)
+
+## Security Hardening Checklist
+
+Before deploying to production:
+
+- [ ] Set `AUTH_ENABLED=true` and configure `AUTH_ALLOWED_ROLES` or `AUTH_ALLOWED_GROUPS` to restrict access
+- [ ] Set explicit `CORS_ORIGINS` (do not use `*` in production with auth enabled)
+- [ ] Set `DOCS_ENABLED=false` (default) to hide OpenAPI docs
+- [ ] Configure `WEBHOOK_CLIENT_SECRET` to validate Graph webhook notifications
+- [ ] Set `LLM_ALLOWED_DOMAINS` if using AI features to prevent data exfiltration
+- [ ] Set `SIEM_ALLOWED_DOMAINS` if using SIEM forwarding
+- [ ] Review `METRICS_ALLOWED_IPS` — defaults to private networks only
+- [ ] Consider Azure Key Vault instead of `.env` for secrets
+- [ ] Review the threat model: `THREAT_MODEL_v1.7.13.md`
+
 ## Run with Docker Compose (recommended)
 ```bash
 docker compose up --build
@@ -76,7 +112,7 @@ uvicorn main:app --reload --host 0.0.0.0 --port 8000
 
 ## API
 - `GET /health` — health check with MongoDB connectivity status.
-- `GET /metrics` — Prometheus metrics for request latency, fetch volume, and errors.
+- `GET /metrics` — Prometheus metrics for request latency, fetch volume, and errors (IP-restricted).
 - `GET /api/version` — running version (baked into the Docker image at build time).
 - `GET /api/fetch-audit-logs` — pulls the last 7 days by default (override with `?hours=N`, capped to 30 days) of:
   - Entra directory audit logs (`/auditLogs/directoryAudits`)
@@ -171,7 +207,7 @@ curl http://localhost:8000/api/fetch-audit-logs
 - Visit the UI at http://localhost:8000 to filter by user/service/action/result/time, search raw text, paginate, and view raw events.
 
 ## Maintenance (Dockerized)
-Use the backend image so you don’t need a local venv:
+Use the backend image so you don't need a local venv:
 ```bash
 # ensure Mongo + backend network are up
 docker compose up -d mongo
@@ -182,10 +218,15 @@ docker compose run --rm backend python maintenance.py dedupe
 ```
 Omit `--limit` to process all events. You can also run commands inside a running backend container with `docker compose exec backend ...`.
 
+## Security Documentation
+- `PEN_TEST_REPORT_v1.7.11.md` — Penetration test findings and remediation
+- `THREAT_MODEL_v1.7.13.md` — Comprehensive threat model covering Entra application abuse, token handling, data exfiltration vectors
+
 ## Notes / Troubleshooting
 - Ensure `TENANT_ID`, `CLIENT_ID`, and `CLIENT_SECRET` match an app registration with `AuditLog.Read.All` (application) permission and admin consent.
 - Additional permissions: Office 365 Management Activity (`ActivityFeed.Read`), and Intune audit (`DeviceManagementConfiguration.Read.All`).
-- Auth: if `AUTH_ENABLED=true`, issued tokens must be from `AUTH_TENANT_ID`, audience = `AUTH_CLIENT_ID`; access is granted if roles or groups overlap `AUTH_ALLOWED_ROLES`/`AUTH_ALLOWED_GROUPS` (if set).
+- Auth: if `AUTH_ENABLED=true`, issued tokens must be from `AUTH_TENANT_ID`, audience = `AUTH_CLIENT_ID`; access is granted if roles or groups overlap `AUTH_ALLOWED_ROLES`/`AUTH_ALLOWED_GROUPS` (if set). A startup warning is logged if auth is enabled but no roles/groups are configured.
 - Backfill limits: Management Activity API typically exposes ~7 days of history via API (longer if your tenant has extended/Advanced Audit retention). Directory/Intune audit retention follows your tenant policy (commonly 30–90 days, longer with Advanced Audit).
 - If you change Mongo credentials/ports, update `MONGO_URI` in `.env` (Docker Compose passes it through to the backend).
 - The service uses the `micro_soc` database and `events` collection by default; adjust in `backend/config.py` if needed.
+- If using Azure Key Vault, ensure the runtime identity (managed identity, service principal, or local Azure CLI) has `Get` permission on secrets.
diff --git a/ROADMAP.md b/ROADMAP.md
index 85c7d4a..4878fb2 100644
--- a/ROADMAP.md
+++ b/ROADMAP.md
@@ -59,7 +59,7 @@ Goal: evolve from a polling dashboard into a full security operations tool.
 
 ---
 
-## Phase 5: Intelligence
+## Phase 5: Intelligence ✅
 Goal: add AI-powered analysis and external tool integration.
 
 - [x] AI feature flag (`AI_FEATURES_ENABLED`) to gate LLM-dependent features
@@ -76,7 +76,26 @@ UI polish (topbar, footer, clickable pills) in v1.6.1–v1.6.4.
 
 ---
 
-## Phase 6: Multi-Tenancy (Premium) ⏸️
+## Phase 6: Security Hardening ✅
+Goal: address penetration test findings and threat model gaps.
+
+- [x] Fix CORS credentials leak (v1.7.12)
+- [x] Add security headers (X-Frame-Options, X-Content-Type-Options, Referrer-Policy, Permissions-Policy) (v1.7.12)
+- [x] Make rate limiter fail-closed on Redis failure (v1.7.12)
+- [x] Disable OpenAPI docs by default (v1.7.12)
+- [x] Hide tenant_id/client_id from config endpoint when auth disabled (v1.7.12)
+- [x] Validate webhook validationToken before echo (v1.7.12)
+- [x] Gate `/metrics` behind IP allowlist (v1.7.12)
+- [x] Add LLM domain allowlist (`LLM_ALLOWED_DOMAINS`) (v1.7.14)
+- [x] Add SIEM webhook SSRF guard + domain allowlist (v1.7.14)
+- [x] Add SRI hashes to CDN scripts (v1.7.14)
+- [x] Add startup warning for auth misconfiguration (v1.7.14)
+- [x] Add Azure Key Vault integration for secrets storage (v1.7.14)
+- [x] Internal penetration test + threat model documentation
+
+---
+
+## Phase 7: Multi-Tenancy (Premium) ⏸️
 Goal: allow MSPs to manage multiple client tenants from a single deployment.
 
 Status: **Planned — not started**. Architecture designed, pending validation of core features (SIEM export, alerting) in production first.
@@ -88,10 +107,10 @@ Status: **Planned — not started**. Architecture designed, pending validation o
 - Super-admin role for MSP staff to access all tenants
 
 ### Implementation phases
-- **Phase 6.1** (2–3 days): Tenant model & registry, tenant-aware data layer, per-tenant Graph API auth
-- **Phase 6.2** (1 day): Tenant-scoped API routes, tenant-specific config endpoints
-- **Phase 6.3** (2 days): Frontend tenant switcher, tenant name display, admin page
-- **Phase 6.4** (1 day): License gating — signed JWT `LICENSE_KEY` gates multi-tenant mode
+- **Phase 7.1** (2–3 days): Tenant model & registry, tenant-aware data layer, per-tenant Graph API auth
+- **Phase 7.2** (1 day): Tenant-scoped API routes, tenant-specific config endpoints
+- **Phase 7.3** (2 days): Frontend tenant switcher, tenant name display, admin page
+- **Phase 7.4** (1 day): License gating — signed JWT `LICENSE_KEY` gates multi-tenant mode
 
 ### Licensing model
 - Single-tenant: remains MIT/free