OpenClaw

AI Build Readiness

This is the grounded answer to the Sultan question: what the AI layer can do now, what still needs real infrastructure, and what humans must build next.

Agent Registry Funding Readiness

Sales Outreach Intelligence

Sales

Governed Dry Run

Build list-aware cadences with email, LinkedIn, research, and phone steps.

Customer Experience Arena

Customer Experience

Assistive

Score severity and sentiment.

Finance Reconciliation Sentinel

Finance

Prototype

Track quote profitability, margin pressure, and refund exposure in the UI.

System Health And Readiness Kernel

System Health

Assistive

Audit modules, expose readiness gaps, and surface stale or blocked work.

Sales Outreach Intelligence

What is already real, what still needs infrastructure, and how humans should complete the build.

Governed Dry Run

Can Do Now

Build list-aware cadences with email, LinkedIn, research, and phone steps.

Draft Gmail messages with CRM variables and track opens/click placeholders.

Route manual follow-up tasks to human owners inside the app.

Needs Real Infrastructure

Verified Gmail OAuth app or ESP integration for durable sending.

Reliable reply sync, bounce handling, unsubscribe state, and deliverability telemetry.

Authenticated user-to-mailbox ownership and approval-aware sending policies.

Human Build Instructions

Connect Gmail or an ESP, then map mailbox ownership to authenticated users.

Add reply ingestion and bounce ingestion before claiming Apollo-level telemetry.

Keep auto-send bounded to approved, policy-checked, eligible recipients only.

Supervision Rules

AI may draft and classify. Humans approve outbound moves until telemetry and auth are hardened.

Do not mass-send from a mailbox that is not explicitly assigned to a user.

Customer Experience Arena

What is already real, what still needs infrastructure, and how humans should complete the build.

Assistive

Can Do Now

Score severity and sentiment.

Draft responses and surface margin-leakage risk.

Route issues into a live human+agent workbench shape.

Needs Real Infrastructure

Real support inbox connectors and Shopify issue ingestion.

Satisfaction feedback loop and auditable send path.

Role-aware approvals for credits, refunds, and public replies.

Human Build Instructions

Attach support email and order context before enabling live operational use.

Define escalation SLAs by severity and customer value.

Require finance approval for monetary outcomes.

Supervision Rules

AI drafts but does not issue credits or public replies autonomously.

Finance Reconciliation Sentinel

What is already real, what still needs infrastructure, and how humans should complete the build.

Prototype

Can Do Now

Track quote profitability, margin pressure, and refund exposure in the UI.

Stage reconciliation and mismatch workflows.

Needs Real Infrastructure

QuickBooks or finance-system integration.

Settlement imports and bank confirmation events.

Durable ledger, approval roles, and human sign-off paths.

Human Build Instructions

Treat current finance as operational, not accounting truth.

Add authoritative invoices, payments, and settlement events before enabling finality workflows.

Supervision Rules

AI can flag mismatch. Humans own finality, refunds, and approvals.

System Health And Readiness Kernel

What is already real, what still needs infrastructure, and how humans should complete the build.

Assistive

Can Do Now

Audit modules, expose readiness gaps, and surface stale or blocked work.

Track agent pressure, connector gaps, and funding-readiness posture.

Needs Real Infrastructure

Durable event truth, queues, worker telemetry, and connector freshness verification.

Production auth, monitoring, and alerting.

Human Build Instructions

Move from local/file fallback into durable Postgres-backed truth for events and metadata.

Add background workers and monitoring before claiming production reliability.

Supervision Rules

Health agents can alert and recommend, but humans clear safe mode and production blockers.