![](data:image/svg+xml,<svg display="block" role="presentation" viewBox="0 0 111 32" xmlns="http://www.w3.org/2000/svg"><path d="M 5.807 12.35 L 0.069 12.35 C 0.023 12.35 0 12.321 0 12.264 L 0.017 0.069 C 0.017 0.023 0.04 0 0.086 0 L 5.789 0 C 5.835 0 5.859 0.029 5.859 0.087 L 5.859 2.071 C 5.859 2.118 5.835 2.141 5.789 2.141 L 2.149 2.141 L 2.149 4.914 L 5.789 4.914 C 5.835 4.914 5.859 4.937 5.859 4.983 L 5.876 6.994 C 5.876 7.04 5.853 7.063 5.807 7.063 L 2.149 7.063 L 2.149 10.166 L 5.807 10.166 C 5.853 10.166 5.876 10.195 5.876 10.253 L 5.876 12.281 C 5.876 12.327 5.853 12.35 5.807 12.35 Z" fill="rgb(0, 114, 244)" height="12.350237px" id="eP9TSXKa4" transform="translate(104.384 0.199)" width="5.876000000000005px"/><path d="M 4.472 12.35 L 2.47 12.35 C 2.418 12.35 2.392 12.321 2.392 12.264 L 2.392 2.141 L 0.087 2.141 C 0.029 2.141 0 2.112 0 2.054 L 0.017 0.069 C 0.017 0.023 0.04 0 0.087 0 L 6.83 0 C 6.893 0 6.925 0.023 6.925 0.069 L 6.925 2.054 C 6.925 2.112 6.902 2.141 6.856 2.141 L 4.524 2.141 L 4.542 12.264 C 4.542 12.321 4.519 12.35 4.472 12.35 Z" fill="rgb(0, 114, 244)" height="12.350237px" id="xxyldS8B5" transform="translate(96.947 0.199)" width="6.924700000000001px"/><path d="M 0 12.264 L 2.201 0.069 C 2.213 0.023 2.242 0 2.288 0 L 4.862 0 C 4.908 0 4.937 0.023 4.949 0.069 L 7.063 12.264 C 7.069 12.321 7.046 12.35 6.994 12.35 L 5.027 12.35 C 4.969 12.35 4.937 12.321 4.931 12.264 L 4.741 10.964 L 2.323 10.964 L 2.132 12.264 C 2.126 12.321 2.097 12.35 2.045 12.35 L 0.069 12.35 C 0.023 12.35 0 12.321 0 12.264 Z M 3.657 4.082 L 3.553 3.423 L 3.475 4.082 L 2.678 9.066 L 4.385 9.066 Z" fill="rgb(0, 114, 244)" height="12.350237px" id="aC4HhqfnR" transform="translate(89.814 0.199)" width="7.064273010380626px"/><path d="M 4.472 12.35 L 2.47 12.35 C 2.418 12.35 2.392 12.321 2.392 12.264 L 2.392 2.141 L 0.087 2.141 C 0.029 2.141 0 2.112 0 2.054 L 0.017 0.069 C 0.017 0.023 0.04 0 0.087 0 L 6.829 0 C 6.893 0 6.925 0.023 6.925 0.069 L 6.925 2.054 C 6.925 2.112 6.902 2.141 6.856 2.141 L 4.524 2.141 L 4.541 12.264 C 4.541 12.321 4.518 12.35 4.472 12.35 Z" fill="rgb(0, 114, 244)" height="12.350237px" id="G0XNp6uDQ" transform="translate(82.976 0.199)" width="6.924800000000005px"/><path d="M 3.475 12.706 C 2.846 12.706 2.265 12.544 1.733 12.22 C 1.208 11.897 0.786 11.466 0.468 10.929 C 0.156 10.386 0 9.791 0 9.144 L 0 8.329 C 0 8.265 0.029 8.234 0.087 8.234 L 2.08 8.234 C 2.126 8.234 2.149 8.265 2.149 8.329 L 2.149 9.144 C 2.149 9.531 2.279 9.866 2.539 10.149 C 2.799 10.426 3.111 10.565 3.475 10.565 C 3.845 10.565 4.16 10.423 4.42 10.14 C 4.68 9.851 4.81 9.519 4.81 9.144 C 4.81 8.71 4.527 8.332 3.961 8.008 C 3.868 7.95 3.747 7.881 3.597 7.8 C 3.452 7.713 3.279 7.615 3.077 7.505 C 2.875 7.396 2.678 7.289 2.487 7.185 C 2.297 7.075 2.112 6.971 1.933 6.873 C 1.286 6.491 0.803 6.015 0.485 5.443 C 0.173 4.865 0.017 4.218 0.017 3.501 C 0.017 2.843 0.179 2.248 0.503 1.716 C 0.826 1.19 1.248 0.774 1.768 0.468 C 2.294 0.156 2.863 0 3.475 0 C 4.105 0 4.683 0.156 5.209 0.468 C 5.735 0.786 6.154 1.208 6.466 1.733 C 6.783 2.259 6.942 2.849 6.942 3.501 L 6.942 4.957 C 6.942 5.004 6.919 5.027 6.873 5.027 L 4.879 5.027 C 4.833 5.027 4.81 5.004 4.81 4.957 L 4.793 3.501 C 4.793 3.085 4.663 2.747 4.403 2.487 C 4.143 2.227 3.834 2.097 3.475 2.097 C 3.111 2.097 2.799 2.236 2.539 2.513 C 2.279 2.791 2.149 3.12 2.149 3.501 C 2.149 3.889 2.23 4.212 2.392 4.472 C 2.56 4.732 2.863 4.981 3.302 5.217 C 3.348 5.241 3.455 5.298 3.623 5.391 C 3.79 5.483 3.975 5.587 4.177 5.703 C 4.385 5.813 4.573 5.914 4.741 6.006 C 4.908 6.093 5.009 6.145 5.044 6.162 C 5.633 6.491 6.099 6.896 6.44 7.375 C 6.786 7.855 6.96 8.444 6.96 9.144 C 6.96 9.82 6.803 10.426 6.492 10.964 C 6.174 11.501 5.752 11.926 5.226 12.238 C 4.7 12.55 4.117 12.706 3.475 12.706 Z" fill="rgb(0, 114, 244)" height="12.705566px" id="QpHyyFbSO" transform="translate(75.825 0.017)" width="6.959500000000006px"/><path d="M 5.807 12.35 L 0.069 12.35 C 0.023 12.35 0 12.321 0 12.264 L 0.017 0.069 C 0.017 0.023 0.04 0 0.087 0 L 5.789 0 C 5.836 0 5.859 0.029 5.859 0.087 L 5.859 2.071 C 5.859 2.118 5.836 2.141 5.789 2.141 L 2.149 2.141 L 2.149 4.914 L 5.789 4.914 C 5.836 4.914 5.859 4.937 5.859 4.983 L 5.876 6.994 C 5.876 7.04 5.853 7.063 5.807 7.063 L 2.149 7.063 L 2.149 10.166 L 5.807 10.166 C 5.853 10.166 5.876 10.195 5.876 10.253 L 5.876 12.281 C 5.876 12.327 5.853 12.35 5.807 12.35 Z" fill="rgb(0, 114, 244)" height="12.350237px" id="i4AlGKEcG" transform="translate(69.186 0.199)" width="5.876199999999997px"/><path d="M 2.08 12.35 L 0.069 12.35 C 0.023 12.35 0 12.321 0 12.264 L 0.035 0.069 C 0.035 0.023 0.058 0 0.104 0 L 2.271 0 C 2.317 0 2.357 0.023 2.392 0.069 L 4.013 2.409 L 5.625 0.069 C 5.659 0.023 5.703 0 5.755 0 L 7.93 0 C 7.982 0 8.008 0.023 8.008 0.069 L 8.043 12.264 C 8.043 12.321 8.02 12.35 7.974 12.35 L 5.963 12.35 C 5.917 12.35 5.894 12.321 5.894 12.264 L 5.876 3.207 L 4.013 5.911 L 2.167 3.207 L 2.149 12.264 C 2.149 12.321 2.126 12.35 2.08 12.35 Z" fill="rgb(0, 114, 244)" height="12.350237px" id="UfuMk5rnQ" transform="translate(60.007 0.199)" width="8.042900000000003px"/><path d="M 0 12.264 L 2.201 0.069 C 2.213 0.023 2.242 0 2.288 0 L 4.862 0 C 4.908 0 4.937 0.023 4.949 0.069 L 7.063 12.264 C 7.069 12.321 7.046 12.35 6.994 12.35 L 5.027 12.35 C 4.969 12.35 4.937 12.321 4.931 12.264 L 4.741 10.964 L 2.323 10.964 L 2.132 12.264 C 2.126 12.321 2.097 12.35 2.045 12.35 L 0.069 12.35 C 0.023 12.35 0 12.321 0 12.264 Z M 3.658 4.082 L 3.553 3.423 L 3.475 4.082 L 2.678 9.066 L 4.386 9.066 Z" fill="rgb(0, 114, 244)" height="12.350237px" id="KhBX3bTP2" transform="translate(52.19 0.199)" width="7.06437301038062px"/><path d="M 3.458 12.723 C 2.817 12.723 2.239 12.564 1.725 12.246 C 1.205 11.928 0.786 11.501 0.468 10.964 C 0.156 10.426 0 9.825 0 9.161 L 0 3.536 C 0 2.889 0.159 2.3 0.477 1.768 C 0.789 1.231 1.208 0.803 1.733 0.485 C 2.259 0.162 2.834 0 3.458 0 C 4.111 0 4.7 0.156 5.226 0.468 C 5.752 0.786 6.168 1.21 6.474 1.742 C 6.786 2.274 6.942 2.872 6.942 3.536 L 6.942 4.351 C 6.942 4.397 6.913 4.42 6.855 4.42 L 4.862 4.42 C 4.816 4.42 4.793 4.397 4.793 4.351 L 4.793 3.675 C 4.793 3.224 4.666 2.851 4.411 2.557 C 4.157 2.262 3.839 2.115 3.458 2.115 C 3.117 2.115 2.814 2.256 2.548 2.539 C 2.282 2.822 2.149 3.155 2.149 3.536 L 2.149 9.161 C 2.149 9.548 2.279 9.883 2.539 10.166 C 2.799 10.444 3.106 10.582 3.458 10.582 C 3.839 10.582 4.157 10.446 4.411 10.175 C 4.666 9.898 4.793 9.56 4.793 9.161 L 4.793 8.286 L 3.553 8.286 C 3.49 8.286 3.458 8.257 3.458 8.199 L 3.458 6.214 C 3.458 6.156 3.49 6.127 3.553 6.127 L 6.873 6.127 C 6.919 6.127 6.942 6.156 6.942 6.214 L 6.942 9.161 C 6.942 9.825 6.786 10.426 6.474 10.964 C 6.156 11.501 5.737 11.928 5.217 12.246 C 4.697 12.564 4.111 12.723 3.458 12.723 Z" fill="rgb(0, 114, 244)" height="12.7229px" id="S8gJ7oaB0" transform="translate(44.944 0)" width="6.9422px"/><path d="M 3.475 12.706 C 2.846 12.706 2.265 12.544 1.733 12.22 C 1.208 11.897 0.786 11.466 0.468 10.929 C 0.156 10.386 0 9.791 0 9.144 L 0 8.329 C 0 8.265 0.029 8.233 0.087 8.233 L 2.08 8.233 C 2.126 8.233 2.149 8.265 2.149 8.329 L 2.149 9.144 C 2.149 9.531 2.279 9.866 2.539 10.149 C 2.799 10.426 3.111 10.565 3.475 10.565 C 3.845 10.565 4.16 10.423 4.42 10.14 C 4.68 9.851 4.81 9.519 4.81 9.144 C 4.81 8.71 4.527 8.332 3.961 8.008 C 3.868 7.95 3.747 7.881 3.597 7.8 C 3.452 7.713 3.279 7.615 3.077 7.506 C 2.874 7.396 2.678 7.289 2.487 7.185 C 2.297 7.075 2.112 6.971 1.933 6.873 C 1.286 6.492 0.803 6.015 0.485 5.443 C 0.173 4.865 0.017 4.218 0.017 3.501 C 0.017 2.843 0.179 2.248 0.503 1.716 C 0.826 1.19 1.248 0.774 1.768 0.468 C 2.294 0.156 2.863 0 3.475 0 C 4.105 0 4.683 0.156 5.209 0.468 C 5.735 0.786 6.153 1.208 6.465 1.733 C 6.783 2.259 6.942 2.849 6.942 3.501 L 6.942 4.957 C 6.942 5.004 6.919 5.027 6.873 5.027 L 4.879 5.027 C 4.833 5.027 4.81 5.004 4.81 4.957 L 4.793 3.501 C 4.793 3.085 4.663 2.747 4.403 2.487 C 4.143 2.227 3.834 2.097 3.475 2.097 C 3.111 2.097 2.799 2.236 2.539 2.513 C 2.279 2.791 2.149 3.12 2.149 3.501 C 2.149 3.889 2.23 4.212 2.392 4.472 C 2.56 4.732 2.863 4.981 3.302 5.218 C 3.348 5.241 3.455 5.298 3.623 5.391 C 3.79 5.483 3.975 5.587 4.177 5.703 C 4.385 5.813 4.573 5.914 4.741 6.006 C 4.908 6.093 5.009 6.145 5.044 6.162 C 5.633 6.492 6.099 6.896 6.439 7.375 C 6.786 7.855 6.959 8.444 6.959 9.144 C 6.959 9.82 6.803 10.426 6.491 10.964 C 6.174 11.501 5.752 11.926 5.226 12.238 C 4.7 12.55 4.117 12.706 3.475 12.706 Z" fill="rgb(0, 114, 244)" height="12.7056px" id="L6mGmafWC" transform="translate(66.283 19.294)" width="6.959499999999991px"/><path d="M 3.25 12.35 L 0.069 12.35 C 0.023 12.35 0 12.321 0 12.264 L 0.035 0.069 C 0.035 0.023 0.058 0 0.104 0 L 3.519 0 C 4.183 0 4.787 0.162 5.33 0.485 C 5.862 0.809 6.281 1.239 6.587 1.777 C 6.893 2.308 7.046 2.886 7.046 3.51 C 7.046 4.019 6.931 4.492 6.699 4.932 C 6.468 5.371 6.194 5.726 5.876 5.998 C 6.217 6.338 6.483 6.734 6.673 7.185 C 6.864 7.636 6.96 8.109 6.96 8.606 C 6.96 9.294 6.795 9.921 6.465 10.487 C 6.13 11.053 5.683 11.507 5.122 11.848 C 4.562 12.183 3.938 12.35 3.25 12.35 Z M 3.519 2.106 L 2.167 2.106 L 2.167 4.897 L 3.519 4.897 C 3.929 4.897 4.261 4.752 4.515 4.463 C 4.77 4.169 4.897 3.851 4.897 3.51 C 4.897 3.135 4.761 2.808 4.489 2.531 C 4.218 2.248 3.894 2.106 3.519 2.106 Z M 3.25 7.046 L 2.167 7.046 L 2.149 10.184 L 3.25 10.184 C 3.678 10.184 4.045 10.028 4.351 9.716 C 4.657 9.404 4.81 9.034 4.81 8.606 C 4.81 8.179 4.657 7.812 4.351 7.505 C 4.045 7.199 3.678 7.046 3.25 7.046 Z" fill="rgb(0, 114, 244)" height="12.3503px" id="lKZCiy3uZ" transform="translate(58.864 19.476)" width="7.046099999999996px"/><path d="M 0 12.264 L 2.201 0.069 C 2.213 0.023 2.242 0 2.288 0 L 4.862 0 C 4.908 0 4.937 0.023 4.949 0.069 L 7.063 12.264 C 7.069 12.321 7.046 12.35 6.994 12.35 L 5.027 12.35 C 4.969 12.35 4.937 12.321 4.931 12.264 L 4.741 10.964 L 2.323 10.964 L 2.132 12.264 C 2.126 12.321 2.097 12.35 2.045 12.35 L 0.069 12.35 C 0.023 12.35 0 12.321 0 12.264 Z M 3.657 4.082 L 3.553 3.423 L 3.475 4.082 L 2.678 9.065 L 4.385 9.065 Z" fill="rgb(0, 114, 244)" height="12.3503px" id="rUV8qhyi5" transform="translate(51.046 19.476)" width="7.064370200103517px"/><path d="M 5.807 12.35 L 0.069 12.35 C 0.023 12.35 0 12.321 0 12.264 L 0.017 0.087 C 0.017 0.029 0.046 0 0.104 0 L 2.08 0 C 2.138 0 2.167 0.029 2.167 0.087 L 2.149 10.166 L 5.807 10.166 C 5.865 10.166 5.893 10.195 5.893 10.253 L 5.893 12.264 C 5.893 12.321 5.865 12.35 5.807 12.35 Z" fill="rgb(0, 114, 244)" height="12.3503px" id="gakigO7EI" transform="translate(44.944 19.476)" width="5.893499999999996px"/><path d="M 25.729 15.052 L 25.729 21.342 L 21.703 21.342 L 18.434 18.073 L 18.434 12.453 L 5.158 25.729 L 0.005 25.724 L 0 20.571 L 13.276 7.295 L 7.656 7.295 L 4.387 4.026 L 4.387 0 L 10.677 0 Z" fill="rgb(0, 114, 244)" height="25.728659999999998px" id="RkRV7PzZH" transform="translate(7.824 3.136)" width="25.7286px"/><path d="M 7.295 0 L 7.295 7.295 L 0 7.295 L 0 0 Z" fill="rgb(0, 114, 244)" height="7.294560000000001px" id="JuJUBLlee" transform="translate(26.258 3.136)" width="7.294600000000003px"/><path d="M 0 0 L 5.154 0 L 5.154 5.154 L 0 5.154 Z" fill="rgb(0, 114, 244)" height="5.1539px" id="QFoV2QQAh" transform="translate(0 23.706)" width="5.15372px"/></svg>)
Problem
The Trap of Static Price Floors
The Fallacy of Cascading Strategies
Solution
A gaming-native ML architecture that calculates the precise optimal
clearing price for every individual ad impression instantly.
Ingests geolocation, language profile to identify high-value user variants.
Maps micro-moment win/loss streaks, level difficulties, and exact session depth.
Tracks long-term wallet balance, engagement profiles, and ad click-through rates.
Evaluates device processing capacities, screen specs, and live connection speed.
Monitors seasonal variations, bid density, and historic win-rate boundaries.
Build
versus
Buy
The In-House Resource Trap
The Data Engineering Nightmare
The MLOps Burden
Skyrocketing Infrastructure and Cloud Costs
The "Siloed Data" Disadvantage
VS
Backed by
Talk to us
