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techie_ramsyleft a comment
Hey Product Hunt! 👋 I built Margin AI because I was bleeding cash. In my last project, we were running complex multi-step agents. I looked at our OpenAI bill one morning and nearly choked: we were spending over $5,000/month just on trivial background tasks, things like 'convert this date to ISO' or 'summarize this 50-word chunk' etc. I realized we were paying 'GPT-4o tax' on Llama-level work,...
Margin AiCut AI token spend by 50% & fix privacy with 1 line of code
Margin AI is a 1-line drop-in fix to slash your AI token spend by 50% and fix enterprise privacy problems.
Why Margin AI?
1. 50%+ Savings: Intelligent down-routing + FAISS semantic caching.
2. Built-in Privacy: Auto-PII redaction across full conversation history.
3. Uptime: Intelligent provider failover & cascading.
4. 100+ LLMs: Support OpenAI, Groq, Aunthropic & more
5.. CFO Dashboard: Real-time ROI & governance analytics.
Works with any SDK by changing one base_url. 100% Open Source.
Margin AiCut AI token spend by 50% & fix privacy with 1 line of code
techie_ramsyleft a comment
interesting product, how you identifying the priority of the task? scrum master keep tickets or work items in backlog because theh are more or less not imp atm or upstrean or downstreams are not ready for that work item to take into consideration. how you handling this scenario?
OvrenYour AI engineering department that ships your backlog
techie_ramsyleft a comment
how it is different than synthetic data?
ThordataFuel AI training with high-quality, scaled data via proxies
techie_ramsyleft a comment
how you planning to monetise this?
NBotPersonalized curators that surface what you care about
techie_ramsyleft a comment
when you say "heavy assistance from Cursor and Codex" is it like team from cursor helped you build this like some partenership or you just used Cursor's and Codex's paid services and created this app through vibe coading? good concept though
VarchiveA showcase for AI-assisted builds, inspiration, and how-tos
techie_ramsyleft a comment
congrats on the launch ! my question- 1.how you handling freshness 2.is it saas tool? like how you try to earn from this?
SimRepoShows similar Github repositories in the sidebar
techie_ramsyleft a comment
also The MCP codegen angle is especially forward-thinking. Curious: how do you handle keeping generated workflows in sync when the API evolves rapidly?
SwytchcodeTurn your API into an AI experience.
techie_ramsyleft a comment
This solves the annoying-but-critical API work nobody talks about. Auto docs, workflows, and testing from a spec/SDK is big. MCP support is a smart future-proof move
SwytchcodeTurn your API into an AI experience.