{"id":6283,"date":"2026-10-08T04:55:27","date_gmt":"2026-10-08T04:55:27","guid":{"rendered":"https:\/\/pitchinnovations.com\/blog\/?p=6283"},"modified":"2026-10-08T04:55:27","modified_gmt":"2026-10-08T04:55:27","slug":"ai-music-hardware","status":"publish","type":"post","link":"https:\/\/pitchinnovations.com\/blog\/ai-music-hardware\/","title":{"rendered":"AI Music Hardware: What Is Actually Running On the Box"},"content":{"rendered":"\n<p>Putting a model inside a plugin is easy. Your computer has power to spare. Putting one inside a pedal is a different job entirely.<\/p>\n\n\n\n<p>That is what makes <strong>AI music hardware<\/strong> worth paying attention to. When a box has to run a neural network on its own processor, in real time, with no internet, the marketing falls away fast. Either it works at the speed you play, or it does not ship.<\/p>\n\n\n\n<p>Roland, Akai, Neural DSP and IK Multimedia have all shipped something real here. Here is what each one is doing, and the trade-off none of them can avoid.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group has-background is-layout-constrained wp-container-core-group-is-layout-3a02abfb wp-block-group-is-layout-constrained\" style=\"background-color:#e1e9ef;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px\">\n<h3 class=\"wp-block-heading\">What AI Music Hardware Actually Means<\/h3>\n\n\n\n<p>Two very different things get sold under the same label, so it helps to separate them early.<\/p>\n\n\n\n<p><strong>Capture<\/strong> means the device learns one specific thing and reproduces it. Point it at an amplifier, let it listen, and it builds a model of how that amp responds. The result is fixed, and you play through it.<\/p>\n\n\n\n<p><strong>Transformation<\/strong> means the device reshapes audio as it passes through. Send a signal in, and a model turns it into something else on the way out. That one has to run continuously while you perform, which is a far harder engineering problem.<\/p>\n\n\n\n<p>Both run into the same wall. A model that sounds better needs more computation, and a pedal has a small processor and a power budget. So every company here has had to decide what to give up.<\/p>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group has-background is-layout-constrained wp-container-core-group-is-layout-3a02abfb wp-block-group-is-layout-constrained\" style=\"background-color:#eeeae2;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px\">\n<h3 class=\"wp-block-heading\">Four Boxes Doing It Now<\/h3>\n\n\n\n<p>These are shipping products and working prototypes from established companies, and not just concept videos.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Roland Project LYDIA<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"450\" data-attachment-id=\"6297\" data-permalink=\"https:\/\/pitchinnovations.com\/blog\/ai-music-hardware\/lydia\/\" data-orig-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/LYDIA.webp?fit=1280%2C720&amp;ssl=1\" data-orig-size=\"1280,720\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Roland Project LYDIA neural sampling stompbox\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Project LYDIA Phase II, Roland&amp;#8217;s neural sampling prototype&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/LYDIA.webp?fit=300%2C169&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/LYDIA.webp?fit=800%2C450&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/LYDIA.webp?resize=800%2C450&#038;ssl=1\" alt=\"Roland Project LYDIA, AI music hardware running a neural model on a Raspberry Pi\" class=\"wp-image-6297\" srcset=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/LYDIA.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/LYDIA.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/LYDIA.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/LYDIA.webp?w=1280&amp;ssl=1 1280w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Project LYDIA Phase II, Roland&#8217;s neural sampling prototype<\/em><\/p>\n\n\n\n<p>Roland Future Design Lab has been building <a href=\"https:\/\/articles.roland.com\/project-lydia-phase-ii-neural-sampling-evolved\/\" rel=\"noopener\" target=\"_blank\">Project LYDIA<\/a>, a neural sampling stompbox, with Neutone, a Tokyo AI audio company. The name is an anagram of DIY and AI, which tells you the spirit of it.<\/p>\n\n\n\n<p>You load a neural model and it transforms audio in real time, with knobs for the parameters and MIDI on the back. Phase I arrived in November as a deliberately unfinished technology preview. Phase II added an LCD for picking models and preset memory, and showed publicly at Superbooth in Berlin in May 2026.<\/p>\n\n\n\n<p>The detail worth noting is what it runs on: a Raspberry Pi 5. Roland is being open that this is research hardware rather than a finished product, and they have published the full Phase II write-up themselves.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Introducing Project LYDIA Phase II ( Roland x Neutone )\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/5kfUSUlI5Nc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Roland X Neutone &#8211; Project LYDIA Phase II<\/em><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Akai MPC Stems<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"800\" height=\"450\" data-attachment-id=\"6298\" data-permalink=\"https:\/\/pitchinnovations.com\/blog\/ai-music-hardware\/mpc-stems\/\" data-orig-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/MPC-Stems.webp?fit=1280%2C720&amp;ssl=1\" data-orig-size=\"1280,720\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Akai MPC Stems on-device stem separation\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;MPC Stems splitting a mix on the hardware itself&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/MPC-Stems.webp?fit=300%2C169&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/MPC-Stems.webp?fit=800%2C450&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/MPC-Stems.webp?resize=800%2C450&#038;ssl=1\" alt=\"Akai MPC Stems separating audio on a standalone MPC\" class=\"wp-image-6298\" srcset=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/MPC-Stems.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/MPC-Stems.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/MPC-Stems.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/MPC-Stems.webp?w=1280&amp;ssl=1 1280w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>MPC Stems splitting a mix on the hardware itself<\/em><\/p>\n\n\n\n<p>This is the one most producers will actually touch. <a href=\"https:\/\/www.akaipro.com\/stems\/\" rel=\"noopener\" target=\"_blank\">MPC Stems<\/a> splits a mixed recording into drums, bass, vocals and other parts, and since July 2024 it does that on the standalone MPC itself rather than on a connected computer.<\/p>\n\n\n\n<p>The algorithm comes from zplane. It runs on the MPC Live series, One, One+, X, Xse, Key 61, Key 37 and Studio Mk2. MusicRadar published <a href=\"https:\/\/www.musicradar.com\/news\/akai-mpc-standalone-stem-separation\" target=\"_blank\" rel=\"noopener\">the timings when it landed<\/a>, and they are honest about the cost: roughly 22 seconds to separate a 10-second sample on the hardware, against about 7 seconds on a desktop.<\/p>\n\n\n\n<p>Akai sits under inMusic, which also now owns Native Instruments, as we covered in <a href=\"https:\/\/pitchinnovations.com\/blog\/in-music-acquires-native-instruments-what-it-means-for-producers-your-plugins\/\">our piece on that acquisition<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"MPC STEMS:  A NEW ERA IN SAMPLING\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/xnDTt0winYI?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Akai MPC Stems &#8211; Split Your Audio into Stems<\/em><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Neural DSP Quad Cortex<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"800\" height=\"450\" data-attachment-id=\"6299\" data-permalink=\"https:\/\/pitchinnovations.com\/blog\/ai-music-hardware\/quadcortex\/\" data-orig-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/QuadCortex.webp?fit=1280%2C720&amp;ssl=1\" data-orig-size=\"1280,720\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Neural DSP Quad Cortex amp modeller\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Quad Cortex learns an amp with Neural Capture&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/QuadCortex.webp?fit=300%2C169&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/QuadCortex.webp?fit=800%2C450&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/QuadCortex.webp?resize=800%2C450&#038;ssl=1\" alt=\"Neural DSP Quad Cortex floorboard amp modeller\" class=\"wp-image-6299\" srcset=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/QuadCortex.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/QuadCortex.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/QuadCortex.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/QuadCortex.webp?w=1280&amp;ssl=1 1280w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Quad Cortex learns an amp with Neural Capture<\/em><\/p>\n\n\n\n<p>The Quad Cortex is a six-core floorboard that models amps and effects, and its Neural Capture feature learns a physical amplifier by listening to it.<\/p>\n\n\n\n<p>What makes it useful for this discussion is that Neural DSP shipped two versions and explained the difference. Neural Capture V1 runs offline, on the unit. V2 sends the job to the cloud for a higher-resolution result, which the company says catches behaviour like volume-knob cleanup, amp sag and bloom. Both are documented on <a href=\"https:\/\/neuraldsp.com\/quad-cortex\" target=\"_blank\" rel=\"noopener\">the Quad Cortex product page<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"First look at CorOS 4.1.0 for Quad Cortex and Quad Cortex mini\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/NSDRgQ0qxz0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Neural DSP Quad Cortex<\/em><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">IK Multimedia TONEX<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" data-attachment-id=\"6294\" data-permalink=\"https:\/\/pitchinnovations.com\/blog\/ai-music-hardware\/tonex\/\" data-orig-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/Tonex.webp?fit=1280%2C720&amp;ssl=1\" data-orig-size=\"1280,720\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"IK Multimedia TONEX amp capture pedal\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;TONEX captures a rig for the pedal to play back live&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/Tonex.webp?fit=300%2C169&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/Tonex.webp?fit=800%2C450&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/Tonex.webp?resize=800%2C450&#038;ssl=1\" alt=\"IK Multimedia TONEX amp capture pedal\" class=\"wp-image-6294\" srcset=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/Tonex.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/Tonex.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/Tonex.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/Tonex.webp?w=1280&amp;ssl=1 1280w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>TONEX captures a rig for the pedal to play back live<\/em><\/p>\n\n\n\n<p>IK took the same capture idea and split it across software and hardware. You model an amp, cabinet or pedal in the TONEX Modeler application, then load the result onto a <a href=\"https:\/\/www.ikmultimedia.com\/products\/tonexpedal\/\" target=\"_blank\" rel=\"noopener\">TONEX pedal<\/a> for stage use.<\/p>\n\n\n\n<p>That split is a reasonable answer to the power problem. Do the heavy work once, where there is power to spare, and let the box just play it back.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"TONEX Pedal - Unlimited Tone. For Real - AI Machine Modeled tones live on stage\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/t30CrVMZ8is?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>IK Multimedia TONEX<\/em><\/p>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group has-background is-layout-constrained wp-container-core-group-is-layout-3a02abfb wp-block-group-is-layout-constrained\" style=\"background-color:#e6eee9;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px\">\n<h3 class=\"wp-block-heading\">The Trade-off Nobody Escapes<\/h3>\n\n\n\n<p>Look at those four and the same decision keeps repeating. Run it on the device and accept a smaller model, or send it away and accept a dependency.<\/p>\n\n\n\n<p>Akai names its two tiers plainly: the standalone hardware uses an efficient algorithm, while the desktop version uses the higher-quality one. Neural DSP does the same thing with V1 on the unit and V2 in the cloud. IK moves the whole modelling stage onto a computer and keeps the pedal for playback.<\/p>\n\n\n\n<p>Nobody is hiding this, which is refreshing. It does mean the question to ask changes, though. Not &#8220;does it have AI&#8221;, but &#8220;where does the computation happen, and what happens when I am offline at a gig&#8221;.<\/p>\n\n\n\n<p>An on-device model keeps working in a venue with no signal. A cloud feature does not. For a studio tool that may never matter. For a pedal on a stage, it matters a great deal.<\/p>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group has-background is-layout-constrained wp-container-core-group-is-layout-3a02abfb wp-block-group-is-layout-constrained\" style=\"background-color:#f7ead8;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px\">\n<h3 class=\"wp-block-heading\">Where the Expression Still Lives<\/h3>\n\n\n\n<div style=\"height:5px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" data-attachment-id=\"6296\" data-permalink=\"https:\/\/pitchinnovations.com\/blog\/ai-music-hardware\/fp-2\/\" data-orig-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/FP-1.webp?fit=1280%2C720&amp;ssl=1\" data-orig-size=\"1280,720\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Fluid Pitch scale-locked pitch bending\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Scale-locked bends: the model handles theory, your hand handles feel&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/FP-1.webp?fit=300%2C169&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/FP-1.webp?fit=800%2C450&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/FP-1.webp?resize=800%2C450&#038;ssl=1\" alt=\"Fluid Pitch scale-locked pitch bending plugin\" class=\"wp-image-6296\" srcset=\"https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/FP-1.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/FP-1.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/FP-1.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/pitchinnovations.com\/blog\/wp-content\/uploads\/2026\/09\/FP-1.webp?w=1280&amp;ssl=1 1280w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Scale-locked bends: the model handles theory, your hand handles feel<\/em><\/p>\n\n\n\n<p>Notice what none of these boxes touch. Every one of them works on tone or on material. Not one of them decides how you play.<\/p>\n\n\n\n<p>That gap is where we have spent our time. We do not build hardware, and we are not about to pretend otherwise. What we build sits between the controller in your hands and whatever is making the sound.<\/p>\n\n\n\n<p><a href=\"https:\/\/pitchinnovations.com\/products\/fluid-pitch\">Fluid Pitch<\/a> is the clearest example of what sits between the controller in your hands and whatever is making the sound. It locks your pitch wheel to a chosen key and scale, so a bend cannot land outside it. Polyphonic mode bends whole chords through an MPE synth, and micro-tuning lets you set up Arabic maqams or Indian ragas rather than being stuck with equal temperament.<\/p>\n\n\n\n<p>The theory is handled. The gesture is entirely yours, including how fast, how far and how hard. That is the same division the hardware above respects, applied to performance rather than tone.<\/p>\n\n\n\n<p>It is also why we got the first place with it at <a href=\"https:\/\/www.namm.org\/first-annual-midi-innovation-awards-honors-top-10-entries\" target=\"_blank\" rel=\"noopener\">the first MIDI Innovation Awards in 2021<\/a>, alongside the hardware prototypes. If MPE is unfamiliar, our guide to <a href=\"https:\/\/pitchinnovations.com\/blog\/mpe-vs-standard-midi\/\">MPE versus standard MIDI<\/a> explains why per-note control changes what a controller can do.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"1st Prize &amp; Popular Vote Award Winner - Fluid Pitch presentation at the MIDI Innovation Awards 2021\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/2NmRfHLPNck?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Fluid Pitch was the winner of MIDI Innovation Awards 2021<\/em><\/p>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group has-background is-layout-constrained wp-container-core-group-is-layout-3a02abfb wp-block-group-is-layout-constrained\" style=\"background-color:#e7e4ef;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px\">\n<h3 class=\"wp-block-heading\">What to Look For<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Where does it compute?<\/h4>\n\n\n\n<p>On the device, on your computer, or on a server. Each is a legitimate choice, but only the first survives a venue with no wifi.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">How long does it take?<\/h4>\n\n\n\n<p>Real-time transformation and offline processing are different products. Stem separation taking 22 seconds is fine while you are building a beat, and useless mid-performance. Check which one you are buying.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Is it prototype or product?<\/h4>\n\n\n\n<p>Roland has been unusually straight about Project LYDIA being research. Plenty of companies are less clear. A prototype is exciting and worth following, but it is not something to build a live rig around.<\/p>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group has-background is-layout-constrained wp-container-core-group-is-layout-3a02abfb wp-block-group-is-layout-constrained\" style=\"background-color:#eaeee2;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px\">\n<h3 class=\"wp-block-heading\">Frequently Asked Questions<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">What does AI music hardware actually do?<\/h4>\n\n\n\n<p>Two main jobs so far. Capture, where the device learns a specific amp or pedal and reproduces its behaviour, and transformation, where a model reshapes audio as it passes through in real time. Stem separation on a sampler is a third, sitting between the two.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Does AI hardware need an internet connection?<\/h4>\n\n\n\n<p>It depends on the feature. Akai&#8217;s stem separation runs on the standalone MPC. Neural DSP&#8217;s Neural Capture V1 runs on the unit while V2 uses the cloud. Check this before a gig rather than after.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Why is on-device AI slower than the same thing on a computer?<\/h4>\n\n\n\n<p>Processing power and heat. A pedal or sampler runs a small processor on a tight power budget, so makers ship a lighter model. Akai separates a 10-second sample in roughly 22 seconds on the hardware, against about 7 on desktop.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Can AI hardware change how I play, not just how I sound?<\/h4>\n\n\n\n<p>Not yet, in any shipping product. Current hardware works on tone and on audio material. Performance gesture, timing and expression still come from the player and the controller.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Is neural amp capture the same as profiling?<\/h4>\n\n\n\n<p>They aim at the same result by different routes. Both listen to a real amp and build a playable model of it. Neural capture uses a trained network, which is why makers describe how much of an amp&#8217;s dynamic behavior their version manages to hold on to.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>AI music hardware from Roland, Akai, Neural DSP and IK Multimedia &#8211; what each box actually runs, and the on-device or cloud trade-off none of them escape.<\/p>\n","protected":false},"author":1,"featured_media":6295,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_yoast_wpseo_focuskw":"AI music hardware","_yoast_wpseo_title":"AI Music Hardware: What Is Really Running On the Box","_yoast_wpseo_metadesc":"AI music hardware from Roland, Akai, Neural DSP and IK Multimedia - what each box actually runs, and the trade-offs none of them escape.","_yoast_wpseo_opengraph-title":"AI Music Hardware: What Is Actually Running On the Box","_yoast_wpseo_opengraph-description":"Roland's neural pedal, on-device stem separation, neural amp capture - 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