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p/mixture-of-aiCustom Reasoning Model for Accurate AI Agents
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Rohan Chaubey

Humiris - Mixture of AI - Custom reasoning model for accurate AI agents

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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 💡
Louise Peiffer
Congrats @louis_nicolas & @joel34 on the launch! No doubt Humiris will become the go-to AI management tool. All the best for what follows :)
Louis-Nicolas Roussel
Maker
@joel34 @louise_peiffer thank you for your support and advice!
Joel
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! 🚀
Domas Bitvinskas
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!
Louis-Nicolas Roussel
Maker
@nedomas was great working with you! Looking forward to seeing the next steps of Superinteface with @vaaida
Joel
Maker
@nedomas Thank you so much! 🙌 It was awesome meeting you in SF, and we’re happy to see Humiris has been easy to integrate into your products. 🎉 Feedback like this keeps us going! Good luck with everything you’re building let’s stay in touch! 🚀
Sam @CRANQ
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!
Louis-Nicolas Roussel
Maker
@cranqnow sure, the technic to beat o1 quality is to adapt the mix-model at each step of the reasoning :) happy to chat!
Joel
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! 🚀
Kelly An
Reminded me of a few months ago Not Diamond’s feature. It’s like a model router, finding the right and cheaper way to select different provider.
Louis-Nicolas Roussel
Maker
@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 :)
Joel
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
Anup Nagdeve
Huge Congratulations @louis_nicolas and team on the launch of Humiris! 🎉 I wish you guys all the best!🙌
Louis-Nicolas Roussel
Maker
@anup_nagdeve1 thank you, looking forward to seing your launch also!
Joel
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.
Jeffrey Yun
@louis_nicolas Very cool tool leveraging the abilities of many different models + multi-step reasoning to get to the best output!
Louis-Nicolas Roussel
Maker
@haoyu_yun yep! have you tried other reasoning models and have some favorite ones? some thoughts about reasoning models in general?
Joel
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. 🚀
Austin Piel
Congrats on the launch guys! Love the Humiris product, the cost savings are massive 💸💯
Louis-Nicolas Roussel
Maker
@austin_piel that's the Goal! thank you for your feedback, looking forward to your next features! (and outlook hm!)
Joel
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
Irfan A
Congrats on the launch @louis_nicolas! This optimization layer is exactly what the AI product development space needs right now.
Louis-Nicolas Roussel
Maker
@irfahm_ looking forward to see how Clarity will perform at scale!
Joel
Maker
@irfahm_ Thank you so much! 🙌 We’re thrilled to hear that the optimization layer resonates with what the AI product development space needs. It’s been a journey, and your support means a lot to us. Let’s keep pushing the boundaries together! 🚀
Matthew Podolak
Congrats on the launch! I'm excited to try this out for some of my personal projects
Louis-Nicolas Roussel
Maker
@matthew_podolak really cool! Here to support
Joel
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. 🚀
KayeChen
Excited to see Mixture of AI on Product Hunt! As a Product Manager, the ability to blend models for enhanced accuracy and cost savings is a game-changer. Looking forward to exploring how it can optimize our AI workflows and would love to see more on model management features! Congrats on your great work
Louis-Nicolas Roussel
Maker
@wellwhale would love to hear about your use cases! And how you are currently building
Araas Boloorchi , Ph.D. cand
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.
Louis-Nicolas Roussel
Maker
@araas_boloorchi_ph_d_cand thank you for sharing your thoughts on this! Looking forward to hearing you and building the perfect dashboard together :)
Joel
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! 🙌
Joel
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...
H2 CO3
Good project, could be interesting to develop mixed decision consensus between several AIs for decision making especially in the drone or robot sector. It could also be relevant if we confront several AI models in sectors such as biotechnology for protein fold modeling, molecular interaction modeling or real-time trajectory analysis. In short, an interesting project of AI mitigation and competition to derive the best result for decision-making in an automated context. Translated with DeepL.com (free version)
Hilario J R V Houmey
Maker
@h2_co3 interesting
Louis-Nicolas Roussel
Maker
@h2_co3 biology and robotics are 2 important research and engineering fields that we are working on
Leon Sandner
Congrats on the launch guys 🚀 Really great idea and I'm looking forward to continue working and experimenting with Humiris!
Louis-Nicolas Roussel
Maker
@leonsandner looking forward to using Publyc too! Maybe soon on PH? ;)
Joel
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. 🙌
Tirth Shah
Good luck team. You don't know but you've build such a valuable tool.
Louis-Nicolas Roussel
Maker
@heytirth wow thank you Tirth! Will discuss this soon together!
Joel
Maker
@heytirth Thank you so much! 🙌 It means the world to us to hear that. We’re so excited to see how valuable Humiris becomes for everyone, and your support really helps us keep pushing forward. Best of luck to you too, and thanks again! 🚀
Roman Engeler
looks great! does it automatically select and tune the best model or is this manual?
Louis-Nicolas Roussel
Maker
@roman_engeler it's automatic
Joel
Maker
@roman_engeler Great question! 😊 Yes, Humiris automatically selects and optimizes the best model for both predictive and generative tasks. Whether you're using predictive models for accuracy or generative models for creativity, Humiris handles the tuning and selection, ensuring the most efficient outcome for your use case. No manual tuning required!
Sameed
Automatic optimization for both accuracy and cost, with up to 80% savings, is simply impressive. Excited to see the impact this makes! 🚀🤖
Louis-Nicolas Roussel
Maker
@abdulsameed will release mix-model benchmarks soon with on-the-shelf mix-models to use and showcase our Infrastructure
Adam G
Awesome project, especially for AI cost management :) Best of luck for this project @louis_nicolas :D
Louis-Nicolas Roussel
Maker
@a_g_78_008 thank you for your support!
Joel
Maker
@louis_nicolas @a_g_78_008 Thanks so much! 😊 We’re really excited about the potential for AI cost management, and your support means a lot to us. Fingers crossed for the journey ahead! 🙌 Best of luck with everything you’re working on too! 🚀
Napo GNOFAM
Maker
This product is just a game-changer 🚀🚀🚀
Louis-Nicolas Roussel
Maker
@egnof_33 you're part of it's success!