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Humiris - Mixture of AI — Custom reasoning model for accurate AI agents
Humiris automatically optimizes the accuracy & cost of your GenAI models. Up to 80% cost saving compared to o1 for equivalent quality.
Seamlessly integrate GPT4o, Sonnet 3.5...with your custom models to achieve +70% accuracy than general Reasoning models.
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Louis-Nicolas Roussel
Maker
📌
👋 Hi Product Hunt Community!
We’re excited to launch Mixture of AI—a platform that helps AI Engineers, Developers, and Product Managers mix and optimize the best AI models effortlessly.
What does Mixture of AI do?
It empowers you to build custom Reasoning Models by combining open-source and proprietary LLMs. The result? Better accuracy, reduced costs, and streamlined workflows for your AI applications.
Why Reasoning Models?
✅ Cutting-edge accuracy with multi-step reasoning.
✅ Save token costs.
✅ Reliable AI model with quality checks.
✅ Multi-headed expertise with specialized experts.
Get started in 5 minutes:
1️⃣ Add your Provider API keys.
2️⃣ Select the "Advanced" mix option.
3️⃣ Choose your LLMs to mix.
4️⃣ Save your Reasoning Model.
5️⃣ Grab your model API key & ID. Start sending requests!
We’d love to hear your thoughts and feedback!
🤔 What challenges do you face managing multiple models?
🎛️ What features would make your AI workflows easier?
Drop your comments, reviews, or questions below—or reach out to our team anytime! 😊
Thank you for your support,
The Humiris Team 💡
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@kellyann3644 hi Kelly! There are some connections with Not Diamond, they are doing a great work for simple Routing. Mixture of AI goes further with Reasoning capabilities, by combining X models for multi steps thinking :)
Maker
@kellyann3644 Thank you for the comment! You're absolutely right Mixture of ai does share some similarities with model routing concepts like Not Diamond's feature.
What sets Humiris apart is its ability to dynamically combine the strengths of both predictive models (for fast and accurate responses) and generative models (for more creative or conversational tasks). Instead of simply selecting the cheapest or fastest provider, Humiris optimizes for a balance of precision, latency, cost, energy efficiency, and even privacy, depending on the use case.
In short, we’re not just a router; we’re an adaptive infrastructure that evolves based on developers’ specific needs. This flexibility makes it easier to build highly efficient and customizable AI agents.
Thanks again for engaging, and I’d love to hear your feedback
Congrats @louis_nicolas & @joel34 on the launch! No doubt Humiris will become the go-to AI management tool. All the best for what follows :)
Maker
@louis_nicolas @louise_peiffer Thank you so much for the kind words and support! 😊 We’re thrilled to hear that you see Humiris as a potential go-to tool for AI management that truly means a lot to us.
This is just the beginning, and we’re excited about what’s ahead. Let us know if you have any feedback or ideas, we’d love to keep improving! 🚀
The tools seems like it would be completely invaluable to any person who is using AI on a regular basis, I mean what's not to like, you give me the quality of o1 but for a reasonable pricing :)
Looking forward to seeing how the launch goes, best of luck team!
@cranqnow sure, the technic to beat o1 quality is to adapt the mix-model at each step of the reasoning :) happy to chat!
Maker
@cranqnow Thanks so much for the support! 😊 That’s exactly what we’re aiming for making it super easy and affordable for anyone using AI regularly. Glad it resonates with you!
Fingers crossed for the launch, and we really appreciate you cheering us on. Let us know if you ever try it out we’d love to hear your thoughts! 🚀
Huge Congratulations @louis_nicolas and team on the launch of Humiris! 🎉
I wish you guys all the best!🙌
@anup_nagdeve1 thank you, looking forward to seing your launch also!
Maker
@louis_nicolas @anup_nagdeve1 Thank you so much for the support and kind words! 🙌 It means a lot to us, and we’re so excited to finally share Humiris with everyone. 🎉 Let us know what you think if you check it out.
Met the guys in SF and their mixed models are excellent! Was easy to test out and use in our products via OpenAI compatible API. Good luck!
Congrats on the launch guys 🚀 Really great idea and I'm looking forward to continue working and experimenting with Humiris!
@leonsandner looking forward to using Publyc too! Maybe soon on PH? ;)
Maker
@leonsandner Thank you so much! 🚀 We’re super excited to have you experimenting with Humiris it means a lot to us. Can’t wait to see what you build with it! Let us know if there’s anything we can do to help along the way. 🙌
@louis_nicolas Very cool tool leveraging the abilities of many different models + multi-step reasoning to get to the best output!
@haoyu_yun yep! have you tried other reasoning models and have some favorite ones? some thoughts about reasoning models in general?
Maker
@louis_nicolas @codercorgi Thanks so much! 😊 That’s exactly what we’re aiming for combining the best of different models and multi-step reasoning to deliver smarter, more efficient outputs. Thrilled to hear you find it cool! Let us know if you have any thoughts or ideas we’d love to hear them. 🚀
Definitely love this idea and how versatile the product is! I think that utilizing a variety of LLMs will serve multiple use cases. Congrats on the launch!
Maker
@donchiu_95 Thanks so much! 😊 We’re so glad you love the idea! Using a mix of LLMs really opens up a lot of possibilities for different use cases, and we’re excited to see how people put it to work. Appreciate the support.
Congrats on the launch @louis_nicolas! This optimization layer is exactly what the AI product development space needs right now.
@irfahm_ looking forward to see how Clarity will perform at scale!
Custom mixed modeling is such a creative way to evaluate and compare model performance on an as-need basis! Very useful!
Congrats on the launch guys! Love the Humiris product, the cost savings are massive 💸💯
@austin_piel that's the Goal! thank you for your feedback, looking forward to your next features! (and outlook hm!)
Maker
@austin_piel Thank you so much! 🙌 We’re thrilled you love Humiris, and it’s awesome to hear that you see the potential for massive cost savings it’s something we’ve been focused on from the start. 💸💯 Thanks again for the support
Maker
Hello Guys,
Hope you're having some nice testing with Mixture of AI!
If you have any difficulty or question regarding how to use the Product, you can contact our team on LinkedIn or Discord and we'll be very reactive
https://discord.com/invite/2xZVU...
The idea is neat. It is great dashboard with an easy to understand visualizations. I think one of the best features is its user friendly UX.
@araas_boloorchi_ph_d_cand thank you for sharing your thoughts on this! Looking forward to hearing you and building the perfect dashboard together :)
Maker
@araas_boloorchi_ph_d_cand Thank you for the kind words! 😊 We’re so glad you like the idea and the dashboard it was really important for us to make it both powerful and easy to use. The user-friendly UX is definitely a core focus, and it’s awesome to hear it’s resonating with you. Thanks again for the feedback! 🙌
Congrats on the launch! I'm excited to try this out for some of my personal projects
Maker
@matthew_podolak Thanks so much! 😊 We’re excited that you’re looking forward to trying it out for your personal projects! Can’t wait to hear how it works for you. Feel free to reach out if you need any help along the way. 🚀
Spectacular work- I’m excited to see the future that you’re building, but more specifically how your channel sales begin to develop through differentiation of product (I.e., flexible infrastructure relative to the traditional LLM).
I just subscribed to the newsletter as well!!
Maker
@jake_kapusansky Thank you so much for the kind words! 😊 We’re really excited about the future too, and differentiation is definitely a big part of what we’re aiming for flexible infrastructure is key to making Humiris stand out in the LLM space.
We’re looking forward to seeing how our approach resonates and how things evolve with channel sales. Appreciate the insight, and I’m excited to keep you updated on our progress! 🚀
Excited to see what your mix-models capabilities can use for others!! Congratulations, @louis_nicolas and @joel34 on your launch!
Interesting & Timely product: this fills a need to help users select the best-fit for their needs from the available AI, Gen AI & LLM brands
Congratulations on this launch guys!! Your Moisture of AI is very promising as it will be a drastic cost reduction helper for AI products. Also being able to have the right tool for the right job is amazing 😃