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14.198 1.865 C 14.811 2.775 15.248 3.942 15.453 5.096 C 15.5 5.357 15.534 5.617 15.554 5.873 C 15.587 6.254 15.589 6.637 15.56 7.018 C 15.538 7.33 15.484 7.64 15.4 7.943 L 15.4 7.945 C 15.366 8.066 15.325 8.186 15.277 8.303 C 15.216 8.455 15.14 8.604 15.05 8.743 C 14.829 9.081 14.549 9.293 14.236 9.377 L 14.23 9.379 C 14.224 9.381 14.22 9.381 14.214 9.382 C 14.182 9.39 14.147 9.4 14.11 9.41 C 14.109 9.411 14.107 9.412 14.106 9.412 C 14.799 10.226 15.872 10.784 17.057 11.026 C 17.688 11.155 18.336 11.192 18.978 11.137 C 19.521 11.09 20.054 10.97 20.563 10.782 C 22 10.197 22.785 9.327 22.966 8.122 L 22.972 8.08 C 22.972 8.075 22.972 8.069 22.974 8.063 C 22.976 7.999 22.98 7.932 22.982 7.862 C 22.982 7.842 22.984 7.825 22.984 7.807 L 22.984 7.794 C 22.988 7.678 22.992 7.583 22.994 7.498 C 22.992 7.584 22.989 7.68 22.985 7.793 C 22.991 7.682 22.996 7.576 22.998 7.479 C 23.004 7.322 22.994 7.124 22.984 6.956 Z M 18.538 0.708 C 18.549 0.712 18.561 0.717 18.572 0.722 C 18.561 0.717 18.551 0.712 18.54 0.708 Z M 22.955 6.608 L 22.955 6.61 M 18.686 0.77 C 18.689 0.771 18.691 0.773 18.694 0.774 L 18.696 0.775 Z M 12.536 15.776 C 12.315 14.664 11.882 13.54 11.293 12.646 C 11.203 12.509 11.108 12.375 11.007 12.245 C 11.002 12.246 10.997 12.248 10.993 12.249 L 10.979 12.253 L 11.007 12.245 C 10.957 12.182 10.907 12.12 10.858 12.062 C 10.755 11.941 10.646 11.825 10.531 11.716 L 10.477 11.775 L 10.472 11.781 C 10.469 11.784 10.466 11.788 10.463 11.791 L 10.459 11.795 L 10.451 11.804 L 10.446 11.81 L 10.444 11.813 C 10.413 11.85 10.378 11.892 10.344 11.932 C 10.408 11.996 10.47 12.065 10.533 12.138 C 10.583 12.195 10.632 12.255 10.68 12.317 L 10.708 12.312 L 10.699 12.314 L 10.681 12.317 C 10.791 12.458 10.892 12.604 10.987 12.755 C 11.54 13.638 11.894 14.749 12.014 15.859 C 12.041 16.107 12.057 16.356 12.06 16.601 C 12.066 17.015 12.034 17.429 11.963 17.836 C 11.907 18.169 11.815 18.496 11.692 18.811 L 11.726 18.805 L 11.691 18.812 C 11.642 18.933 11.587 19.051 11.526 19.167 C 11.436 19.341 11.328 19.505 11.205 19.658 C 10.922 20.002 10.588 20.219 10.229 20.306 L 10.194 20.312 C 10.13 20.322 10.064 20.332 10.003 20.343 C 10.039 20.341 10.077 20.336 10.114 20.33 L 10.118 20.33 L 10.398 20.281 L 10.419 20.276 L 10.429 20.274 L 10.447 20.271 C 10.481 20.265 10.516 20.257 10.552 20.25 C 10.65 20.232 10.745 20.213 10.84 20.192 C 10.955 20.167 11.072 20.141 11.177 20.113 L 11.244 20.094 L 11.364 20.061 L 11.391 20.054 L 11.522 20.018 L 11.562 20.005 L 11.569 20.002 C 11.823 19.906 12.048 19.715 12.229 19.427 C 12.321 19.278 12.396 19.12 12.455 18.956 C 12.493 18.853 12.527 18.741 12.556 18.624 L 12.521 18.633 L 12.556 18.623 C 12.631 18.316 12.676 18.004 12.691 17.688 C 12.71 17.286 12.695 16.884 12.647 16.484 C 12.62 16.251 12.583 16.013 12.536 15.776 Z M 21.654 3.173 C 21.707 3.253 21.755 3.324 21.798 3.39 C 21.753 3.316 21.705 3.244 21.654 3.173 Z M 22.048 10.909 C 21.656 11.288 21.099 11.584 20.392 11.754 L 20.388 11.766 L 20.391 11.754 C 19.498 11.969 18.503 11.948 17.545 11.74 C 16.811 11.581 16.108 11.312 15.462 10.942 C 14.861 10.593 14.337 10.162 13.951 9.665 C 13.951 9.665 13.951 9.667 13.95 9.668 L 13.95 9.665 C 13.91 9.614 13.872 9.563 13.836 9.513 L 13.69 9.563 L 13.603 9.596 C 13.678 9.715 13.76 9.832 13.846 9.943 C 13.848 9.939 13.851 9.933 13.853 9.928 C 13.851 9.933 13.849 9.939 13.846 9.943 C 14.046 10.198 14.27 10.434 14.515 10.649 C 14.931 11.013 15.39 11.328 15.882 11.589 C 17.206 12.297 18.787 12.669 20.116 12.493 C 20.132 12.458 20.147 12.422 20.162 12.388 C 20.147 12.422 20.133 12.458 20.117 12.493 C 20.539 12.437 20.904 12.33 21.208 12.181 C 21.581 11.999 21.86 11.755 22.042 11.466 L 22.057 11.443 C 22.076 11.412 22.093 11.381 22.11 11.348 C 22.114 11.34 22.119 11.331 22.123 11.322 C 22.132 11.304 22.141 11.285 22.15 11.266 C 22.15 11.264 22.151 11.262 22.152 11.261 C 22.184 11.183 22.218 11.099 22.251 11.012 L 22.269 10.966 C 22.374 10.696 22.484 10.398 22.575 10.136 L 22.579 10.125 L 22.577 10.129 C 22.461 10.423 22.281 10.689 22.048 10.909 Z M 10.541 18.914 C 10.737 18.586 10.895 18.237 11.015 17.876 C 11.172 17.4 11.272 16.909 11.312 16.411 C 11.341 16.062 11.344 15.712 11.32 15.363 C 11.266 14.586 11.077 13.829 10.76 13.173 C 10.649 12.938 10.517 12.713 10.367 12.499 C 10.33 12.45 10.296 12.403 10.26 12.356 C 10.225 12.309 10.184 12.26 10.143 12.214 C 10.155 12.2 10.165 12.184 10.175 12.17 L 10.196 12.142 C 10.101 12.263 9.973 12.356 9.825 12.409 C 9.739 12.442 9.649 12.466 9.559 12.481 C 9.55 12.481 9.541 12.483 9.533 12.485 C 9.424 12.5 9.315 12.507 9.204 12.505 C 9.035 12.503 8.867 12.489 8.701 12.46 C 6.903 12.165 4.379 10.553 3.061 8.862 C 3.015 8.802 2.971 8.743 2.928 8.685 C 2.722 8.399 2.567 8.131 2.458 7.886 C 2.245 7.397 2.225 6.996 2.39 6.719 C 2.397 6.706 2.404 6.695 2.412 6.683 L 2.187 6.986 L 2.175 7.004 C 2.172 7.006 2.17 7.008 2.169 7.011 C 2.166 7.016 2.163 7.021 2.159 7.025 C 2.12 7.08 2.082 7.138 2.039 7.199 C 1.987 7.275 1.93 7.357 1.875 7.439 C 1.816 7.53 1.76 7.621 1.703 7.711 C 1.7 7.716 1.697 7.721 1.693 7.725 L 1.685 7.74 C 1.683 7.744 1.681 7.746 1.679 7.75 C 1.677 7.754 1.673 7.759 1.671 7.763 C 1.669 7.767 1.669 7.767 1.667 7.767 C 1.664 7.774 1.661 7.781 1.657 7.787 C 1.655 7.787 1.655 7.789 1.655 7.789 C 1.645 7.808 1.634 7.826 1.624 7.846 C 1.393 8.292 1.47 8.906 1.885 9.604 C 1.987 9.772 2.098 9.934 2.219 10.089 C 2.376 10.29 2.544 10.48 2.725 10.661 C 4.141 12.089 6.432 13.186 8.18 13.215 C 8.412 13.222 8.645 13.203 8.873 13.162 C 9.19 13.101 9.447 12.992 9.644 12.841 C 9.646 12.839 9.649 12.837 9.652 12.835 C 10.087 14.392 9.268 16.229 7.483 17.347 L 7.483 17.349 C 6.918 17.703 6.295 17.96 5.64 18.11 C 3.867 18.511 2.055 18.051 1.084 16.803 C 0.981 16.672 0.89 16.533 0.81 16.388 C 0.849 16.464 0.885 16.532 0.917 16.592 C 0.997 16.738 1.064 16.855 1.142 16.973 C 1.241 17.126 1.356 17.284 1.528 17.524 C 1.53 17.526 1.53 17.528 1.532 17.53 C 1.534 17.532 1.538 17.537 1.544 17.543 C 1.579 17.586 1.616 17.635 1.657 17.682 C 1.681 17.711 1.708 17.74 1.734 17.768 C 2.789 18.913 4.585 19.202 6.28 18.605 C 6.61 18.487 6.928 18.341 7.23 18.168 C 7.417 18.06 7.598 17.94 7.772 17.812 C 7.766 17.806 7.761 17.799 7.756 17.792 C 7.848 17.804 7.924 17.663 7.995 17.609 L 8.159 17.47 L 8.214 17.423 C 8.245 17.398 8.271 17.37 8.3 17.343 C 8.307 17.338 8.313 17.334 8.318 17.328 C 8.343 17.303 8.37 17.279 8.396 17.254 L 8.418 17.233 C 8.436 17.213 8.457 17.193 8.475 17.176 C 8.485 17.166 8.495 17.156 8.503 17.145 C 8.519 17.13 8.536 17.111 8.551 17.096 C 8.561 17.084 8.572 17.076 8.582 17.062 C 8.596 17.047 8.612 17.032 8.627 17.013 C 8.637 17.004 8.647 16.993 8.658 16.98 C 8.672 16.964 8.686 16.946 8.701 16.931 C 8.711 16.919 8.721 16.91 8.731 16.897 C 8.735 16.893 8.738 16.888 8.741 16.883 C 8.752 16.872 8.761 16.858 8.772 16.846 C 8.783 16.834 8.79 16.826 8.798 16.812 C 8.814 16.795 8.829 16.777 8.843 16.757 L 8.867 16.728 L 8.922 16.657 C 8.926 16.654 8.929 16.649 8.932 16.644 C 8.95 16.619 8.968 16.595 8.986 16.57 C 8.99 16.566 8.993 16.562 8.996 16.558 C 9.002 16.551 9.008 16.541 9.014 16.532 C 9.02 16.525 9.024 16.517 9.03 16.509 C 9.032 16.507 9.034 16.504 9.038 16.5 C 9.042 16.494 9.046 16.489 9.048 16.482 C 9.052 16.479 9.054 16.475 9.056 16.473 C 9.064 16.461 9.072 16.45 9.077 16.44 C 9.087 16.427 9.097 16.412 9.105 16.399 C 9.107 16.394 9.109 16.391 9.113 16.387 C 9.113 16.387 9.113 16.385 9.115 16.385 C 9.118 16.38 9.121 16.373 9.125 16.368 L 9.137 16.351 C 9.149 16.333 9.158 16.315 9.172 16.298 C 9.174 16.294 9.177 16.288 9.179 16.284 C 9.18 16.283 9.181 16.281 9.181 16.281 C 9.185 16.275 9.189 16.267 9.193 16.26 C 9.205 16.243 9.215 16.225 9.225 16.207 C 9.233 16.196 9.239 16.184 9.247 16.172 C 9.25 16.168 9.253 16.163 9.255 16.158 C 9.257 16.156 9.259 16.154 9.259 16.151 C 9.264 16.145 9.268 16.138 9.271 16.131 C 9.274 16.127 9.277 16.121 9.279 16.116 C 9.287 16.105 9.294 16.093 9.3 16.08 C 9.304 16.075 9.306 16.071 9.31 16.065 C 9.314 16.059 9.314 16.055 9.316 16.052 C 9.321 16.044 9.326 16.036 9.33 16.029 C 9.332 16.027 9.332 16.025 9.334 16.023 C 9.338 16.012 9.344 16.002 9.35 15.992 C 9.352 15.987 9.355 15.982 9.358 15.979 L 9.376 15.943 C 9.38 15.934 9.385 15.926 9.389 15.918 C 9.389 15.914 9.391 15.911 9.393 15.908 C 9.393 15.906 9.395 15.905 9.397 15.903 C 9.399 15.901 9.401 15.895 9.403 15.891 C 9.409 15.878 9.415 15.864 9.421 15.852 C 9.427 15.84 9.435 15.825 9.441 15.81 C 9.442 15.809 9.443 15.807 9.443 15.806 C 9.445 15.803 9.447 15.801 9.447 15.797 C 9.453 15.785 9.459 15.774 9.465 15.761 C 9.467 15.755 9.469 15.751 9.473 15.746 C 9.475 15.736 9.479 15.727 9.485 15.719 C 9.485 15.717 9.487 15.713 9.487 15.711 C 9.487 15.709 9.489 15.705 9.491 15.704 C 9.493 15.699 9.495 15.694 9.497 15.69 C 9.501 15.684 9.503 15.679 9.505 15.673 C 9.513 15.658 9.52 15.643 9.526 15.628 C 9.528 15.622 9.532 15.614 9.534 15.607 C 9.537 15.601 9.54 15.594 9.542 15.587 C 9.544 15.585 9.546 15.583 9.546 15.581 C 9.546 15.579 9.546 15.578 9.548 15.576 C 9.55 15.572 9.552 15.566 9.554 15.562 C 9.558 15.554 9.56 15.547 9.562 15.539 C 9.563 15.537 9.564 15.535 9.564 15.533 C 9.568 15.527 9.572 15.52 9.574 15.513 C 9.576 15.505 9.58 15.5 9.582 15.492 C 9.586 15.48 9.592 15.469 9.596 15.454 C 9.599 15.448 9.602 15.441 9.603 15.434 C 9.605 15.429 9.609 15.425 9.611 15.419 C 9.613 15.413 9.613 15.409 9.615 15.404 C 9.621 15.39 9.625 15.377 9.631 15.362 C 9.637 15.349 9.639 15.339 9.643 15.326 C 9.645 15.324 9.645 15.324 9.645 15.322 C 9.653 15.298 9.663 15.273 9.67 15.25 C 9.674 15.238 9.676 15.227 9.68 15.214 C 9.682 15.21 9.684 15.208 9.684 15.206 C 9.69 15.186 9.696 15.165 9.702 15.146 L 9.708 15.128 C 9.71 15.123 9.71 15.119 9.712 15.113 C 9.72 15.088 9.73 15.06 9.736 15.035 C 9.74 15.023 9.743 15.01 9.746 14.998 C 9.756 14.966 9.764 14.934 9.77 14.902 C 9.776 14.884 9.78 14.867 9.782 14.849 C 9.792 14.818 9.799 14.786 9.803 14.754 C 9.805 14.741 9.808 14.727 9.81 14.713 C 9.81 14.71 9.811 14.707 9.812 14.705 C 9.814 14.69 9.818 14.675 9.82 14.658 C 9.827 14.627 9.833 14.595 9.836 14.562 C 9.838 14.556 9.838 14.551 9.838 14.545 C 9.842 14.526 9.844 14.507 9.846 14.488 C 9.846 14.483 9.846 14.478 9.848 14.475 C 9.848 14.469 9.85 14.463 9.85 14.457 C 9.852 14.444 9.854 14.427 9.856 14.412 L 9.862 14.348 C 9.864 14.343 9.864 14.337 9.864 14.332 L 9.864 14.33 C 9.866 14.326 9.866 14.32 9.866 14.315 C 9.866 14.311 9.866 14.307 9.868 14.305 L 9.868 14.285 C 9.869 14.278 9.87 14.272 9.87 14.265 C 9.872 14.256 9.872 14.247 9.872 14.238 C 9.872 14.232 9.874 14.226 9.874 14.218 L 9.874 14.2 C 9.876 14.192 9.876 14.182 9.876 14.174 L 9.876 14.164 C 9.878 14.157 9.878 14.15 9.878 14.144 L 9.878 14.113 C 9.88 14.105 9.88 14.098 9.88 14.09 L 9.88 14.05 C 9.88 14.041 9.882 14.03 9.882 14.018 L 9.882 13.922 C 9.882 13.915 9.882 13.908 9.88 13.901 L 9.88 13.841 C 9.878 13.836 9.878 13.832 9.878 13.827 L 9.878 13.813 C 9.878 13.803 9.876 13.793 9.876 13.779 L 9.876 13.77 C 9.876 13.766 9.876 13.766 9.874 13.764 L 9.874 13.762 C 9.876 13.76 9.874 13.758 9.874 13.754 L 9.874 13.734 C 9.874 13.73 9.874 13.726 9.872 13.723 L 9.872 13.721 C 9.872 13.712 9.872 13.703 9.87 13.695 C 9.87 13.685 9.87 13.676 9.868 13.668 C 9.868 13.659 9.868 13.65 9.866 13.643 L 9.866 13.635 C 9.866 13.631 9.864 13.627 9.864 13.624 L 9.864 13.612 C 9.876 13.597 9.876 13.593 9.876 13.587 C 9.876 13.583 9.876 13.579 9.874 13.575 L 9.874 13.572 C 9.872 13.562 9.872 13.551 9.87 13.54 L 9.87 13.53 C 9.868 13.519 9.866 13.507 9.864 13.495 L 9.864 13.481 C 9.862 13.475 9.862 13.47 9.86 13.464 C 9.86 13.458 9.86 13.453 9.858 13.448 C 9.858 13.445 9.858 13.441 9.856 13.437 C 9.856 13.426 9.854 13.416 9.852 13.406 C 9.852 13.403 9.852 13.4 9.85 13.398 C 9.848 13.385 9.846 13.373 9.844 13.359 L 9.844 13.357 C 9.844 13.353 9.842 13.351 9.842 13.348 L 9.842 13.344 C 9.84 13.336 9.838 13.326 9.836 13.317 C 9.834 13.301 9.83 13.285 9.826 13.27 C 9.826 13.264 9.824 13.258 9.824 13.252 C 9.824 13.247 9.822 13.243 9.82 13.239 C 9.818 13.235 9.818 13.227 9.818 13.222 C 9.814 13.208 9.812 13.196 9.808 13.182 C 9.806 13.174 9.806 13.169 9.805 13.162 C 9.803 13.155 9.801 13.15 9.799 13.142 C 9.797 13.133 9.795 13.126 9.793 13.119 C 9.792 13.113 9.791 13.108 9.789 13.103 C 9.789 13.099 9.787 13.094 9.787 13.09 C 9.783 13.078 9.781 13.067 9.777 13.054 L 9.765 13.013 C 9.765 13.011 9.765 13.009 9.763 13.007 C 9.763 13 9.761 12.994 9.759 12.988 C 9.758 12.986 9.757 12.984 9.757 12.982 C 9.757 12.98 9.757 12.978 9.755 12.976 L 9.753 12.974 C 9.753 12.972 9.753 12.969 9.751 12.967 C 9.745 12.947 9.739 12.925 9.73 12.905 L 9.746 12.872 L 9.812 12.745 C 10.397 13.952 10.273 15.502 9.537 16.851 C 9.232 17.409 8.833 17.914 8.356 18.345 C 8.358 18.346 8.36 18.348 8.362 18.349 L 8.356 18.345 C 8.212 18.47 8.066 18.587 7.917 18.693 C 7.671 18.874 7.41 19.035 7.136 19.175 C 5.841 19.833 4.5 19.836 3.311 19.153 L 3.287 19.139 L 3.319 19.16 C 3.354 19.184 3.388 19.206 3.421 19.227 C 3.436 19.237 3.451 19.246 3.467 19.256 L 3.489 19.27 L 3.53 19.295 C 3.588 19.331 3.645 19.364 3.698 19.393 L 3.721 19.406 L 3.926 19.517 L 3.933 19.521 L 4.092 19.602 C 4.191 19.653 4.285 19.696 4.402 19.747 C 4.466 19.775 4.537 19.805 4.621 19.841 L 4.638 19.847 L 4.629 19.843 C 4.565 19.817 4.503 19.789 4.441 19.759 C 4.586 19.818 4.745 19.882 4.898 19.94 C 5.801 20.214 6.837 20.067 7.786 19.511 C 8.046 19.358 8.29 19.182 8.516 18.986 C 8.643 18.874 8.768 18.755 8.89 18.626 L 8.879 18.621 L 8.89 18.626 C 9.271 18.222 9.59 17.767 9.836 17.277 C 10.252 16.454 10.459 15.554 10.445 14.694 C 10.442 14.49 10.426 14.286 10.397 14.084 C 10.319 13.554 10.151 13.052 9.886 12.61 C 9.902 12.583 9.918 12.557 9.933 12.532 C 9.937 12.53 9.937 12.526 9.939 12.524 C 9.947 12.513 9.954 12.501 9.96 12.489 L 10.02 12.396 C 10.12 12.529 10.212 12.669 10.292 12.813 C 10.53 13.24 10.7 13.699 10.796 14.175 C 10.812 14.258 10.828 14.343 10.843 14.428 C 10.931 14.995 10.938 15.57 10.862 16.138 C 10.791 16.692 10.645 17.234 10.428 17.752 C 10.261 18.145 10.048 18.518 9.792 18.863 C 9.692 18.996 9.59 19.121 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(qtf® — 13)
frequently asked questions
Questions
that matters
Core
Questions
Core
Questions
A clear set of answers about how we design, build,
and deploy AI systems in real environments.
A clear set of answers about how we design, build, and deploy AI systems in real environments.
001.
Is this just a wrapper for ChatGPT?
Absolutely not. While we leverage powerful models like GPT-4o or Claude, the real value lies in our custom architecture. We build specialized RAG (Retrieval-Augmented Generation) systems that sync with your private data silos, ensuring the AI operates within your business context, not just general knowledge.
001.
Is this just a wrapper for ChatGPT?
Absolutely not. While we leverage powerful models like GPT-4o or Claude, the real value lies in our custom architecture. We build specialized RAG (Retrieval-Augmented Generation) systems that sync with your private data silos, ensuring the AI operates within your business context, not just general knowledge.
002.
How long does it take to see a return on investment (ROI)?
Most companies begin to see measurable impact within the first few months. By automating repetitive workflows or improving decision speed, AI systems often reduce operational costs and unlock new capacity across teams.
002.
How long does it take to see a return on investment (ROI)?
Most companies begin to see measurable impact within the first few months. By automating repetitive workflows or improving decision speed, AI systems often reduce operational costs and unlock new capacity across teams.
003.
Can we integrate these AI agents with our existing software stack?
Yes. Our systems are designed to integrate with existing tools through APIs, databases, and internal services. We adapt the architecture to your stack so AI works within your current workflows, not outside them.
003.
Can we integrate these AI agents with our existing software stack?
Yes. Our systems are designed to integrate with existing tools through APIs, databases, and internal services. We adapt the architecture to your stack so AI works within your current workflows, not outside them.
004.
How do you ensure our sensitive data stays secure?
Security is built into the architecture from the start. We use controlled access layers, encrypted storage, and isolated processing environments to ensure your data remains protected and fully under your control.
004.
How do you ensure our sensitive data stays secure?
Security is built into the architecture from the start. We use controlled access layers, encrypted storage, and isolated processing environments to ensure your data remains protected and fully under your control.
005.
Will AI hallucinations affect the quality of our output?
We reduce hallucinations through system design, not just model choice. Retrieval systems, validation layers, and controlled prompts ensure outputs are grounded in your real data and business context.
005.
Will AI hallucinations affect the quality of our output?
We reduce hallucinations through system design, not just model choice. Retrieval systems, validation layers, and controlled prompts ensure outputs are grounded in your real data and business context.