How to build a SaaS dashboard with AI

These are the parts a SaaS dashboard needs before it is useful. Each one is something the plan covers.

• Organisations and memberships: The tenancy unit: every business object belongs to exactly one organisation, users can belong to many.
• Roles and permissions: Decide what each member may do, in one place, testable.
• Usage metering and limits: Count billable usage cheaply and refuse work over the plan limit without surprise cost.
• Audit log: An immutable who-did-what-when record for security, support and enterprise buyers.
• API keys and public API: Let customers integrate programmatically with least privilege.
• Admin analytics dashboards: Charts and KPIs for customers (their own org) and for the operator (all orgs) that stay fast at 100k+ rows per tenant.

• Outbound webhooks: Notify customer systems of events reliably and verifiably.
• Settings, onboarding and notifications: Org profile, member management, notification preferences, first-run onboarding checklist.

Each table below becomes part of the Postgres database that belongs to your app.

• organizations: status: active|trialing|past_due|suspended|deleted; soft delete with a 30-day purge job; slug is immutable once webhooks or API keys exist.
• memberships: role: owner|admin|member|viewer; at least one owner is enforced in code and by a deferred constraint trigger.
• invitations: token is 32 random bytes, only the hash is stored, 7-day expiry; seats are checked at accept time, not at invite time.
• usage_events: insert-only, batched multi-row inserts from an in-process buffer flushed every 5 s; never updated.
• usage_rollups: limit checks read this row (O(1)); recomputable from usage_events so it can be rebuilt after a bug.
• api_keys: secret shown once, stored only as SHA-256 hash compared in constant time; last_used_at is updated at most once per 5 minutes to avoid write amplification.
• audit_log: append-only; the app role has INSERT and SELECT only; meta never contains secrets or full request bodies.
• webhook_endpoints: https URLs only, DNS-resolved IP must be public (SSRF guard re-checked on every delivery); secret encrypted at rest; cap of endpoints per plan.
• webhook_deliveries: attempt cap 8 with exponential backoff (1 min to 6 h); final failure sets status=dead and increments the endpoint failure counter.

• No dashboards that query raw event tables.
• No entitlement changes from client redirects, only from verified webhooks.
• No real-time websocket collaboration (see realtime-collab).

Forge64 matches your description to one of 12 reference architectures, writes the plan and data model into the project, generates the app, and runs a quality gate over the code before you see it. Each app gets its own Postgres database and sign-in with no per-user fee. Hosting on Forge Cloud and Forge Payments are rolling out.

This is a reference design for the category, not a promise that every item is generated today. Built-ins such as email, background jobs, file uploads and search are coming soon, so anything here that needs them is something you add yourself for now.

What does a SaaS dashboard need first?

Organisations and memberships, roles and permissions, usage metering and limits, audit log, api keys and public api and admin analytics dashboards. The plan for a SaaS dashboard covers all of these before it generates code.

What should I leave out of the first version of a SaaS dashboard?

No dashboards that query raw event tables. No entitlement changes from client redirects, only from verified webhooks. No real-time websocket collaboration (see realtime-collab).

Which products define the SaaS dashboard category?

Well-known examples include Linear, Notion, Slack admin, Vercel and GitHub organisations. Use them to decide which features your users expect, then describe your own version.

• SaaS dashboard architecture
• Example prompt for a SaaS dashboard
• SaaS dashboard security checklist
• SaaS dashboard scaling checklist
• Often combined: CRM
• Often combined: ledger app
• All app types