The typed blocks model finally treats prompts like code role, context, instructions, guardrails, output format, and custom sections are all first-class and versioned independently. What sold me was the delivery flow: one REST endpoint, environment-scoped keys, prod keys serve the published version while dev keys serve the latest draft. That means I can iterate a prompt in the dashboard and my staging app picks it up without a redeploy.
The MCP server is the other killer feature my prompts show up natively in Claude Desktop, Cursor, and Codex CLI without touching an SDK. Rollback is one click, diffs are readable, and the co-pilot actually understands the block structure when suggesting changes
Clean JIRA
Hey PH - I am Satya, Founder one of the team behind PromptOT.
We built this after a real production incident. Someone on our team edited a system prompt directly in the codebase. The AI started hallucinating. We had no version history, no diff, no rollback. Four hours to find one changed line.
That should not happen. So we built the tool that prevents it.
PromptOT gives prompts the same infrastructure code already has - typed blocks, version control, evaluation, and API delivery. Change a production prompt in 10 seconds without a deploy.
We have been building this since November 2025. 16 signups in our first month. One team signed up and immediately invited their entire team of 5. That is the signal we are building on.
We are fully live, free to start, and genuinely want your feedback - especially if you have hit this problem before.
What does your team currently use to manage prompts? Curious to hear how others are solving this.
the block-based composition is lowkey genius — breaking prompts into role, context, instructions, guardrails separately instead of one giant messy string is such a better way to think about it. makes editing so much cleaner. just tried it and already can't imagine going back 😄 great job on this one!
Clean JIRA
@pratham_sharmaThis made our day - thank you!
That exact frustration is what drove the design. One giant string means changing one thing risks breaking everything else. Blocks give you surgical control.
The fact that you already can't imagine going back is exactly what we were building toward. Welcome to PromptOT!
Hey PH! Nishant here, Builder on the PromptOT team
The moment this became obvious to me was when a code review where one line had changed inside a prompt string buried in a service file. No one flagged it and It shipped. The behavior change took days to trace back.
We have decades of tooling to protect code from exactly this. Almost nothing exists for prompts.
PromptOT is our answer, it has version control, typed blocks, eval, and API delivery and even MCP server to connect with your AI coding agents. The same discipline we apply to code, applied to prompts.
If you're building AI products and have strong opinions on prompt management please reply.
We're early and that feedback is everything.
The GitHub comparison makes total sense. We version every line of code but our prompts have been living in a shared Google Doc with track changes. That ends today hopefully!
Clean JIRA
@parth_srivastava4 Exactly! have been hitting that wall for so long and used to save all important prompts in a notion file but it got pilled up that I had to build it for myself and after talking to many dev and founder friends I decided to launch it!
Really clean UI. Most prompt tools I have tried feel like they were built by engineers for engineers. This actually looks like something a product manager could use too.
Clean JIRA
@khushali_sharma Thank you so much this means a lot to hear.
That was a very deliberate design decision. Prompts are not just an engineering problem your legal team has opinions on guardrails, your content writer knows the tone, your domain expert knows the context. None of them should need to open a codebase to contribute.
PromptOT was built so the whole team can work on prompts together. Engineers set the structure, everyone else contributes to the content. No code required.
Would love to hear what your current prompt workflow looks like if you are open to sharing!
Congrats on the launch! How are you handling prompt versioning for teams working across multiple LLM provider
Congratulations! The problem is so real - we have a folder called prompts_final_v3_ACTUAL and I am not proud of it.
Clean JIRA
@tarun_pratap_singh1 Don't worry mate, PromptOT got you from now! and V3 is still better i have had v25 lol!