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A website is only the beginning.
I build complete digital products—from frontend experiences to backend systems, APIs, databases, and deployment.
One idea. One system. Built to scale.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Building a 4-role real-time SaaS taught me one uncomfortable lesson: the hard part was never the code.
I've been building RestaurantOS — one platform connecting Owner, Kitchen, Waiter, and Cashier in a single live workflow (Table → Order → Kitchen → Serve → Billing → Reports).
The tech stack was the easy part. The real challenge: keeping 4 different roles in sync in real time without any of them stepping on each other's data — a waiter updating a table while the kitchen marks an item ready while the cashier is mid-billing.
That forced decisions most tutorials never cover:
⚡ How much state should live client-side vs. source-of-truth server-side
⚡ What "real-time" actually needs to mean per role (a kitchen screen needs sub-second updates, a report dashboard doesn't)
⚡ Designing failure states — what happens when the waiter's app loses connection mid-order
Currently redesigning the UI/UX layer too (motion, better visual hierarchy) while keeping this real-time core intact.
If you've built multi-role or real-time systems — curious what broke first for you. And if you're a founder who needs something like this built, my DMs are open.
the role based flow is easy to follow. what part was hardest to keep real time?
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Before adding AI to your SaaS, write the failure contract.Most AI feature briefs describe what should happen when the model works.Production problems begin when it doesn’t.Before adding AI to an existing SaaS product, I think the team should define: 1. LatencyHow long can the user wait before the product falls back, continues asynchronously, or offers another path?2. UncertaintyWhat happens when the output is incomplete or confidence is too low? Does the product ask for clarification, request human review, or refuse the action?3. PermissionsWhich records can the model access for this user, role, and organization? AI should inherit the product’s access rules rather than bypass them.4. Action boundariesCan the AI recommend, draft, or execute? Sending an email, changing a payment state, and updating a customer record should not share the same approval rules.5. CostWhat is the usage limit per user or tenant? Which model or workflow becomes the fallback when a request is too expensive?6. RecoveryCan the team see which model, prompt, data, and tool call produced the result? Can a failed workflow be retried without duplicating the action?Connecting an API is usually the easy part. The real product work is deciding how the feature behaves when reality does not match the demo.If you are building AI into a product, which part is hardest to define: latency, permissions, human approval, cost, or recovery?
Recovery is the one I find hardest to define. If an email goes out and the next step fails, I want the retry to know it was sent so the customer does not get it twice.