AI is no longer a future vision. It's a productivity tool. At m+p, we build intelligent agents and automated workflows that integrate seamlessly into your business. From customer service bots to internal process automation, we help you get more done with less effort.
What we offer
What we offer
What we offer
AI agents for internal and external use
Support, research, summarization, recommendations
AI agents for internal and external use
Support, research, summarization, recommendations
AI agents for internal and external use
Support, research, summarization, recommendations
Workflow automation
Across CRM, ERP, ticketing, email, and data systems
Workflow automation
Across CRM, ERP, ticketing, email, and data systems
Workflow automation
Across CRM, ERP, ticketing, email, and data systems
Custom chatbots and assistants
Powered by OpenAI, Anthropic, or private LLMs
Custom chatbots and assistants
Powered by OpenAI, Anthropic, or private LLMs
Custom chatbots and assistants
Powered by OpenAI, Anthropic, or private LLMs
Document and data intelligence
Extraction, classification, summarization
Document and data intelligence
Extraction, classification, summarization
Document and data intelligence
Extraction, classification, summarization
Integration with business tools
Slack, Notion, Google Workspace, SAP and more
Integration with business tools
Slack, Notion, Google Workspace, SAP and more
Integration with business tools
Slack, Notion, Google Workspace, SAP and more
Book an
explanatory talk
Let's talk about your vision. Schedule a free consultation to find out if we're the right fit for you.
Our approach
Our approach
Our approach
We combine business process expertise with cutting-edge AI and MarTech tools. Our goal: Replace repetitive tasks with smart automation to free up time for your employees and the things that truly matter.
Outcome over hype
AI where it truly adds value
Outcome over hype
AI where it truly adds value
Outcome over hype
AI where it truly adds value
Customization over templates
Agents designed for your unique workflows
Customization over templates
Agents designed for your unique workflows
Customization over templates
Agents designed for your unique workflows
Security and control
Enterprise-ready setups, including on-prem LLMs
Security and control
Enterprise-ready setups, including on-prem LLMs
Security and control
Enterprise-ready setups, including on-prem LLMs
Technologies and tools
These technologies are part of our standard tech-stack. However, we are not tied to them and always work with other technologies on a project basis, depending on what is expected.
Technologies and tools
These technologies are part of our standard tech-stack. However, we are not tied to them and always work with other technologies on a project basis, depending on what is expected.
Technologies and tools
These technologies are part of our standard tech-stack. However, we are not tied to them and always work with other technologies on a project basis, depending on what is expected.
OpenAI
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Claude
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Google Gemini
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Mistral
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14.387 8.262 C 14.618 8.49 14.922 8.604 15.227 8.604 C 15.531 8.604 15.834 8.49 16.065 8.263 L 16.967 7.375 C 17.108 7.237 17.212 7.065 17.268 6.875 C 17.324 6.686 17.33 6.485 17.286 6.293 C 17.243 6.1 17.15 5.922 17.018 5.775 C 16.886 5.628 16.718 5.518 16.531 5.454 C 16.505 5.302 16.517 5.146 16.565 4.999 C 16.613 4.852 16.696 4.72 16.807 4.612 C 17.154 4.728 17.465 4.935 17.706 5.211 C 17.947 5.487 18.11 5.822 18.178 6.182 L 18.188 6.239 L 18.235 6.202 C 18.265 6.178 18.295 6.152 18.323 6.124 L 19.225 5.236 C 19.335 5.129 19.422 5 19.482 4.859 C 19.541 4.717 19.572 4.565 19.572 4.411 C 19.572 4.257 19.541 4.105 19.482 3.964 C 19.422 3.822 19.335 3.694 19.225 3.586 C 19.001 3.365 18.699 3.243 18.385 3.244 Z M 24 6 C 24 9.308 21.264 12 17.9 12 L 6.099 12 C 2.736 12 0 9.308 0 6 C 0 2.692 2.736 0 6.1 0 L 17.901 0 C 21.264 0 24 2.692 24 6 Z M 11.919 9.157 C 11.877 9.127 11.835 9.097 11.803 9.069 C 11.78 9.049 11.762 9.028 11.753 9.009 C 11.821 8.928 11.62 8.743 11.464 8.6 C 11.399 8.54 11.341 8.487 11.315 8.452 C 11.204 8.334 11.159 8.185 11.115 8.035 C 11.085 7.935 11.055 7.834 11.005 7.742 C 10.7 7.048 10.351 6.359 9.861 5.772 C 9.547 5.382 9.188 5.033 8.829 4.683 C 8.597 4.457 8.365 4.231 8.145 3.994 C 7.918 3.765 7.782 3.482 7.645 3.199 C 7.531 2.963 7.417 2.727 7.25 2.521 C 6.744 1.785 5.143 1.584 4.908 2.624 C 4.909 2.656 4.899 2.677 4.869 2.698 C 4.74 2.791 4.624 2.896 4.527 3.024 C 4.29 3.35 4.253 3.902 4.55 4.194 L 4.551 4.18 C 4.559 4.031 4.569 3.891 4.689 3.784 C 4.918 3.977 5.264 4.046 5.53 3.902 C 5.851 4.352 5.953 4.896 6.056 5.442 C 6.141 5.897 6.226 6.353 6.438 6.757 L 6.453 6.781 C 6.577 6.984 6.702 7.189 6.862 7.366 C 6.92 7.455 7.04 7.551 7.16 7.646 C 7.316 7.771 7.472 7.896 7.488 8.004 L 7.488 8.147 C 7.487 8.432 7.485 8.727 7.671 8.96 C 7.773 9.165 7.522 9.37 7.319 9.345 C 7.207 9.36 7.086 9.331 6.965 9.303 C 6.8 9.264 6.636 9.225 6.503 9.3 C 6.466 9.339 6.412 9.341 6.358 9.342 C 6.295 9.344 6.23 9.346 6.192 9.411 C 6.18 9.435 6.165 9.457 6.147 9.476 C 6.105 9.526 6.061 9.58 6.115 9.621 C 6.201 9.557 6.284 9.487 6.401 9.527 C 6.386 9.607 6.438 9.629 6.491 9.651 L 6.518 9.661 C 6.518 9.671 6.517 9.681 6.515 9.691 L 6.51 9.717 C 6.501 9.762 6.493 9.806 6.528 9.845 C 6.545 9.828 6.56 9.81 6.575 9.79 C 6.611 9.745 6.648 9.699 6.713 9.682 C 6.857 9.87 7.002 9.792 7.184 9.694 C 7.39 9.583 7.643 9.446 7.994 9.639 C 7.859 9.633 7.74 9.649 7.649 9.758 C 7.627 9.783 7.607 9.812 7.647 9.844 C 7.855 9.712 7.941 9.759 8.023 9.804 C 8.081 9.836 8.138 9.867 8.235 9.827 C 8.257 9.816 8.278 9.805 8.3 9.793 L 8.304 9.791 C 8.46 9.709 8.619 9.625 8.804 9.654 C 8.665 9.694 8.616 9.779 8.562 9.874 C 8.546 9.901 8.53 9.93 8.511 9.958 C 8.498 9.978 8.483 9.996 8.468 10.014 C 8.448 10.035 8.438 10.058 8.462 10.094 C 8.66 10.087 8.851 10.019 9.01 9.9 C 9.094 9.843 9.181 9.792 9.272 9.746 C 9.396 9.672 9.519 9.72 9.639 9.766 C 9.769 9.816 9.894 9.864 10.011 9.753 C 10.046 9.719 10.092 9.719 10.138 9.719 C 10.155 9.719 10.171 9.718 10.188 9.716 C 10.151 9.527 9.948 9.529 9.741 9.532 C 9.501 9.534 9.258 9.537 9.265 9.242 C 9.488 9.094 9.49 8.835 9.492 8.591 C 9.491 8.533 9.492 8.476 9.496 8.418 C 9.66 8.508 9.833 8.578 10.005 8.648 C 10.166 8.71 10.324 8.78 10.478 8.858 C 10.635 9.107 10.881 9.437 11.21 9.416 C 11.219 9.391 11.226 9.368 11.236 9.343 C 11.257 9.347 11.277 9.352 11.297 9.357 C 11.382 9.378 11.473 9.401 11.518 9.301 C 11.666 9.454 11.885 9.447 12.08 9.407 C 12.17 9.335 12.041 9.244 11.919 9.157 Z M 19.858 5.861 C 20.252 5.475 20.468 4.96 20.468 4.411 C 20.468 3.863 20.252 3.348 19.858 2.961 C 19.464 2.574 18.942 2.361 18.384 2.361 C 17.827 2.361 17.303 2.574 16.91 2.961 L 16.008 3.848 C 15.798 4.056 15.638 4.3 15.533 4.572 L 15.527 4.588 L 15.511 4.592 C 15.183 4.691 14.894 4.862 14.652 5.1 L 13.75 5.988 C 13.557 6.177 13.404 6.403 13.299 6.652 C 13.195 6.901 13.141 7.168 13.141 7.438 C 13.141 7.708 13.195 7.975 13.299 8.224 C 13.404 8.473 13.557 8.699 13.75 8.888 C 14.144 9.275 14.667 9.488 15.224 9.488 C 15.782 9.488 16.305 9.275 16.698 8.888 L 17.6 8 C 17.808 7.797 17.97 7.551 18.074 7.279 L 18.08 7.264 L 18.097 7.259 C 18.419 7.162 18.716 6.986 18.956 6.749 L 19.858 5.862 Z" fill="transparent" height="12px" id="xvrw21jWv" transform="translate(0 6)" width="24px"><path d="M 0.473 5.257 C 0.486 5.197 0.497 5.139 0.511 5.087 L 0.572 5.232 C 0.687 5.512 0.801 5.789 1.078 5.946 C 1.066 6.2 0.744 6.303 0.526 6.272 C 0.478 6.158 0.411 6.044 0.271 6.108 C 0.128 6.164 -0.029 6.098 0.005 5.923 C 0.338 5.911 0.412 5.552 0.473 5.257 Z M 10.485 0 C 10.167 0 9.869 0.122 9.646 0.342 L 8.744 1.229 C 8.501 1.469 8.376 1.801 8.401 2.142 L 8.407 2.198 C 8.439 2.46 8.556 2.696 8.744 2.88 C 8.874 3.008 9.017 3.09 9.191 3.146 C 9.216 3.286 9.207 3.43 9.164 3.565 C 9.121 3.701 9.045 3.824 8.944 3.923 L 8.888 3.978 C 8.543 3.864 8.235 3.66 7.997 3.386 C 7.759 3.113 7.598 2.78 7.533 2.423 L 7.523 2.366 L 7.477 2.403 C 7.447 2.427 7.417 2.453 7.389 2.481 L 6.487 3.368 C 6.377 3.476 6.29 3.604 6.231 3.746 C 6.171 3.887 6.14 4.039 6.14 4.193 C 6.14 4.347 6.171 4.499 6.231 4.64 C 6.29 4.782 6.377 4.91 6.487 5.018 C 6.718 5.246 7.022 5.36 7.327 5.36 C 7.631 5.36 7.934 5.246 8.165 5.019 L 9.067 4.131 C 9.208 3.993 9.311 3.821 9.367 3.631 C 9.423 3.442 9.43 3.241 9.386 3.049 C 9.342 2.856 9.25 2.678 9.118 2.531 C 8.985 2.384 8.818 2.274 8.631 2.21 C 8.605 2.058 8.617 1.902 8.665 1.755 C 8.713 1.608 8.796 1.476 8.907 1.368 C 9.254 1.484 9.564 1.691 9.805 1.967 C 10.046 2.243 10.209 2.578 10.278 2.938 L 10.288 2.995 L 10.335 2.958 C 10.365 2.934 10.395 2.908 10.423 2.88 L 11.325 1.992 C 11.434 1.884 11.522 1.756 11.581 1.614 C 11.641 1.473 11.671 1.321 11.671 1.167 C 11.671 1.013 11.641 0.861 11.581 0.72 C 11.522 0.578 11.434 0.45 11.325 0.342 C 11.101 0.121 10.799 -0.002 10.485 0 Z" fill="rgb(28, 60, 60)" height="6.277370930133417px" id="apxBU9rZA" transform="translate(7.9 3.244)" width="11.671410968017426px"/><path d="M 24 6 C 24 9.308 21.264 12 17.9 12 L 6.099 12 C 2.736 12 0 9.308 0 6 C 0 2.692 2.736 0 6.1 0 L 17.901 0 C 21.264 0 24 2.692 24 6 Z M 11.919 9.157 C 11.877 9.127 11.835 9.097 11.803 9.069 C 11.78 9.049 11.762 9.028 11.753 9.009 C 11.821 8.928 11.62 8.743 11.464 8.6 C 11.399 8.54 11.341 8.487 11.315 8.452 C 11.204 8.334 11.159 8.185 11.115 8.035 C 11.085 7.935 11.055 7.834 11.005 7.742 C 10.7 7.048 10.351 6.359 9.861 5.772 C 9.547 5.382 9.188 5.033 8.829 4.683 C 8.597 4.457 8.365 4.231 8.145 3.994 C 7.918 3.765 7.782 3.482 7.645 3.199 C 7.531 2.963 7.417 2.727 7.25 2.521 C 6.744 1.785 5.143 1.584 4.908 2.624 C 4.909 2.656 4.899 2.677 4.869 2.698 C 4.74 2.791 4.624 2.896 4.527 3.024 C 4.29 3.35 4.253 3.902 4.55 4.194 L 4.551 4.18 C 4.559 4.031 4.569 3.891 4.689 3.784 C 4.918 3.977 5.264 4.046 5.53 3.902 C 5.851 4.352 5.953 4.896 6.056 5.442 C 6.141 5.897 6.226 6.353 6.438 6.757 L 6.453 6.781 C 6.577 6.984 6.702 7.189 6.862 7.366 C 6.92 7.455 7.04 7.551 7.16 7.646 C 7.316 7.771 7.472 7.896 7.488 8.004 L 7.488 8.147 C 7.487 8.432 7.485 8.727 7.671 8.96 C 7.773 9.165 7.522 9.37 7.319 9.345 C 7.207 9.36 7.086 9.331 6.965 9.303 C 6.8 9.264 6.636 9.225 6.503 9.3 C 6.466 9.339 6.412 9.341 6.358 9.342 C 6.295 9.344 6.23 9.346 6.192 9.411 C 6.18 9.435 6.165 9.457 6.147 9.476 C 6.105 9.526 6.061 9.58 6.115 9.621 C 6.201 9.557 6.284 9.487 6.401 9.527 C 6.386 9.607 6.438 9.629 6.491 9.651 L 6.518 9.661 C 6.518 9.671 6.517 9.681 6.515 9.691 L 6.51 9.717 C 6.501 9.762 6.493 9.806 6.528 9.845 C 6.545 9.828 6.56 9.81 6.575 9.79 C 6.611 9.745 6.648 9.699 6.713 9.682 C 6.857 9.87 7.002 9.792 7.184 9.694 C 7.39 9.583 7.643 9.446 7.994 9.639 C 7.859 9.633 7.74 9.649 7.649 9.758 C 7.627 9.783 7.607 9.812 7.647 9.844 C 7.855 9.712 7.941 9.759 8.023 9.804 C 8.081 9.836 8.138 9.867 8.235 9.827 C 8.257 9.816 8.278 9.805 8.3 9.793 L 8.304 9.791 C 8.46 9.709 8.619 9.625 8.804 9.654 C 8.665 9.694 8.616 9.779 8.562 9.874 C 8.546 9.901 8.53 9.93 8.511 9.958 C 8.498 9.978 8.483 9.996 8.468 10.014 C 8.448 10.035 8.438 10.058 8.462 10.094 C 8.66 10.087 8.851 10.019 9.01 9.9 C 9.094 9.843 9.181 9.792 9.272 9.746 C 9.396 9.672 9.519 9.72 9.639 9.766 C 9.769 9.816 9.894 9.864 10.011 9.753 C 10.046 9.719 10.092 9.719 10.138 9.719 C 10.155 9.719 10.171 9.718 10.188 9.716 C 10.151 9.527 9.948 9.529 9.741 9.532 C 9.501 9.534 9.258 9.537 9.265 9.242 C 9.488 9.094 9.49 8.835 9.492 8.591 C 9.491 8.533 9.492 8.476 9.496 8.418 C 9.66 8.508 9.833 8.578 10.005 8.648 C 10.166 8.71 10.324 8.78 10.478 8.858 C 10.635 9.107 10.881 9.437 11.21 9.416 C 11.219 9.391 11.226 9.368 11.236 9.343 C 11.257 9.347 11.277 9.352 11.297 9.357 C 11.382 9.378 11.473 9.401 11.518 9.301 C 11.666 9.454 11.885 9.447 12.08 9.407 C 12.17 9.335 12.041 9.244 11.919 9.157 Z M 19.858 5.861 C 20.252 5.475 20.468 4.96 20.468 4.411 C 20.468 3.863 20.252 3.348 19.858 2.961 C 19.464 2.574 18.942 2.361 18.384 2.361 C 17.827 2.361 17.303 2.574 16.91 2.961 L 16.008 3.848 C 15.798 4.056 15.638 4.3 15.533 4.572 L 15.527 4.588 L 15.511 4.592 C 15.183 4.691 14.894 4.862 14.652 5.1 L 13.75 5.988 C 13.557 6.177 13.404 6.403 13.299 6.652 C 13.195 6.901 13.141 7.168 13.141 7.438 C 13.141 7.708 13.195 7.975 13.299 8.224 C 13.404 8.473 13.557 8.699 13.75 8.888 C 14.144 9.275 14.667 9.488 15.224 9.488 C 15.782 9.488 16.305 9.275 16.698 8.888 L 17.6 8 C 17.808 7.797 17.97 7.551 18.074 7.279 L 18.08 7.264 L 18.097 7.259 C 18.419 7.162 18.716 6.986 18.956 6.749 L 19.858 5.862 Z" fill="rgb(28, 60, 60)" height="12px" id="dPItZDrzd" width="24px"/></g></svg>)
LangChain
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LlamaIndex
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Haystack
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Zapier
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make.com
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n8n
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Retool
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Hubspot
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Salesforce
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SAP
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Google Cloud
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AWS
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MS Azure
Typical projects
Typical projects
Typical projects
AI agent for internal support and knowledge retrieval
AI agent for internal support and knowledge retrieval
AI agent for internal support and knowledge retrieval
AI agent for internal support and knowledge retrieval
Automation of manual data entry and document processing
Automation of manual data entry and document processing
Automation of manual data entry and document processing
Automation of manual data entry and document processing
AI-powered inbox assistant for customer success teams
AI-powered inbox assistant for customer success teams
AI-powered inbox assistant for customer success teams
AI-powered inbox assistant for customer success teams
Smart interfaces for searching across fragmented systems (see m+p business ai solution)
Smart interfaces for searching across fragmented systems (see m+p business ai solution)
Smart interfaces for searching across fragmented systems (see m+p business ai solution)
Smart interfaces for searching across fragmented systems (see m+p business ai solution)
End-to-end lead qualification workflows using LLMs
End-to-end lead qualification workflows using LLMs
End-to-end lead qualification workflows using LLMs
End-to-end lead qualification workflows using LLMs
Case studies
Case studies
Case studies
![](data:image/svg+xml,<svg display="block" role="presentation" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><path d="M 9.481 0 L 18.963 5.444 L 18.963 16.333 L 9.481 21.778 L 0 16.333 L 0 5.444 Z" fill="rgb(220, 220, 220)" height="21.777820000000002px" id="H0ksqzt5m" transform="translate(2.666 1.113)" width="18.96298px"/><path d="M 4.741 0 L 9.481 8.556 L 0 8.556 Z" fill="rgb(233, 90, 12)" height="8.555510000000002px" id="cyMertG2S" transform="translate(7.406 6.555)" width="9.481449999999999px"/><path d="M 4.741 14 L 0 5.444 L 9.481 0 L 18.963 5.444 L 9.481 5.444 Z" fill="rgb(30, 161, 184)" height="14.000020000000001px" id="AM77iqeLF" transform="translate(2.666 1.113)" width="18.96298px"/><path d="M 4.741 0 L 0 2.333 L 9.481 7.778 L 14.222 0 Z" fill="rgb(117, 60, 82)" height="7.777799999999999px" id="SQw77U0PF" transform="translate(2.666 15.109)" width="14.222180000000002px"/><path d="M 4.741 0 L 0 8.556 L 4.741 10.889 Z" fill="rgb(180, 180, 180)" height="10.88891px" id="c3GQwm6ht" transform="translate(16.889 6.555)" width="4.7407px"/></svg>)
Sobrado
Finance & Insurance
Sobrado's success story as a leading insurance broker platform
Sobrado
Finance & Insurance
Sobrado's success story as a leading insurance broker platform
Sobrado
Finance & Insurance
Sobrado's success story as a leading insurance broker platform
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myClienia
Healthcare
Clienia has digitalised the patient journey
myClienia
Healthcare
Clienia has digitalised the patient journey
myClienia
Healthcare
Clienia has digitalised the patient journey
Vita
Finance & Insurance
Digital election platform for transparent and secure elections to the Board of Trustees of the Vita Joint Foundation
Vita
Finance & Insurance
Digital election platform for transparent and secure elections to the Board of Trustees of the Vita Joint Foundation
Vita
Finance & Insurance
Digital election platform for transparent and secure elections to the Board of Trustees of the Vita Joint Foundation
Frequent questions
Frequent questions
Frequent questions
Is this safe for sensitive data?
Yes. We offer secure, private LLM options and strict data governance. AI can run on-prem or in controlled environments on cloud infrastructure in Switzerland. Especially for industries like finance or healthcare, this is crucial. Our services are fully GDPR/nDSG compliant.
Is this safe for sensitive data?
Yes. We offer secure, private LLM options and strict data governance. AI can run on-prem or in controlled environments on cloud infrastructure in Switzerland. Especially for industries like finance or healthcare, this is crucial. Our services are fully GDPR/nDSG compliant.
Is this safe for sensitive data?
Yes. We offer secure, private LLM options and strict data governance. AI can run on-prem or in controlled environments on cloud infrastructure in Switzerland. Especially for industries like finance or healthcare, this is crucial. Our services are fully GDPR/nDSG compliant.
How long does the implementation take?
From idea to MVP it can take as little as 8-12 weeks. We follow a rapid prototype-iterate-deploy approach using agentic coding tools.
How long does the implementation take?
From idea to MVP it can take as little as 8-12 weeks. We follow a rapid prototype-iterate-deploy approach using agentic coding tools.
How long does the implementation take?
From idea to MVP it can take as little as 8-12 weeks. We follow a rapid prototype-iterate-deploy approach using agentic coding tools.
Do I need to be tech savvy to use this?
No. We build agent interfaces and automations that integrate with your existing tools. This means: no technical overhead for your team and a nice dashboard for analytics and administration.
Do I need to be tech savvy to use this?
No. We build agent interfaces and automations that integrate with your existing tools. This means: no technical overhead for your team and a nice dashboard for analytics and administration.
Do I need to be tech savvy to use this?
No. We build agent interfaces and automations that integrate with your existing tools. This means: no technical overhead for your team and a nice dashboard for analytics and administration.
Can AI agents be multilingual?
Absolutely. Most of our agents handle English, German, French, and more, using high-accuracy LLMs with native fluency.
Can AI agents be multilingual?
Absolutely. Most of our agents handle English, German, French, and more, using high-accuracy LLMs with native fluency.
Can AI agents be multilingual?
Absolutely. Most of our agents handle English, German, French, and more, using high-accuracy LLMs with native fluency.
Other services in category
Other services in category
Other services in category
Let’s unlock
what’s possible
Talk to us about where AI can save time, cut costs, or improve service.
Let’s unlock
what’s possible
Talk to us about where AI can save time, cut costs, or improve service.
Let’s unlock
what’s possible
Talk to us about where AI can save time, cut costs, or improve service.
Services
Projects
© 2025 mühlemann+popp AG
Services
Projects
© 2025 mühlemann+popp AG
Services
Projects
© 2025 mühlemann+popp AG