Specialized Projects Group · Texas
The work speaks.
Fewer than 2% of work orders arrive planned and actionable. We build the tools that fix that, run them in real plants first, and show you the numbers.
The problem, in one screenshot
Trash in, trash out is not normal.
The one on the left is what most plants run on. The one on the right is what a planner can actually schedule. We grade every work order in your system against that standard, by code, and then fix the intake so the bad ones never get in.
Work order quality →
before · the usual
after · plannable<2%
of work orders arrive actionable
18,000
work orders graded by code
9,861
assets mapped in six weeks
3 days
to rebuild a broken field system
Products
Seven departments. Pick the one you need.
synthetic demo · Field Info-CollectorD-04
Custom Ops Tooling & Rebuilds
6-9 months and a full dev team -> one 2-week sprint.
3 calendar days171 modulesper-site RLS proven across 3 roles
3 proof cards$20K · 2 wk →
the afterD-01
Work Order Quality
Trash in, trash out is not normal.
525 operating CMs scored7 sites0-60 approval rubric
3 proof cards$20K · 2 wk →
D-02
Crew & Workforce Performance
Make the red not red. Strive for green.
30+ crews4 regions6 weighted dimensions
3 proof cards$20K · 2 wk →
anonymized · real outputD-03
Asset Data & Hierarchy
If the asset tree is wrong, every number downstream inherits the error.
7 sites9,861-asset electrical cut~6 weeks
3 proof cards$20K · 2 wk →
D-05
AI Infrastructure & Local-LLM Setup
Run the AI where the data lives - no cloud, no leak.
PowerSpec G914: Ryzen 9 9950X3D / RTX 5090 32GB / 64GB DDR5-6000 / 2TB+4TB NVMelocal-LLM sandbox (CUDA/Docker/WSL2)full security + backup/DR + remote access
3 proof cardsscoped →
D-06
Training & Video Production
The system is worthless if the field never learns it.
4-video series shippedAI-narrated1080p H.264
2 proof cardsper module →
synthetic demo dataD-07forward line
EntityTrakr
We wouldn't offer it unless we use it ourselves.
dogfooded internallyreusable delivery methodologyengine schema + connectors
1 proof card$24,500 · 6 wk →
Not sure which aisle?
3-Day Data Teardown
$4,500 · 100% creditable
Send an export. Three days. A scored picture of your data and a sprint SOW. →
Live · built for ourselves first
We run on what we sell.
Tokens directed at problems
24.1B
metered since 2026-02-27 · as of 2026-10-14 · 2 machines · 422 sessions
- new work
- 6.1%
- input, output and cache writes
- cache read
- 94%
- context re-sent, not new work
- attributed
- 92%
- to a project, high confidence
- generated
- 63M
- output tokens
New-work tokens per day, last 120 days
hover a bar
- Claude Code
- Cowork
Where it runs
- Cowork 54%
- Claude Code 46%
Counted from every per-message usage record, not estimated. Media, image and unmetered chat are never added as tokens. 94% of the total is context re-sent to the model, which is why the chart shows new work only. This is the same instrument we run for ourselves. Point it at your problems. On-prem AI →
table view
| day | new work | cache read | total |
|---|---|---|---|
| 2026-10-14 | 4,854,381 | 28,591,880 | 33,446,261 |
| 2026-10-13 | 16,517,036 | 229,646,735 | 246,163,771 |
| 2026-10-12 | 19,899,963 | 444,174,990 | 464,074,953 |
| 2026-10-11 | 0 | 0 | 0 |
| 2026-10-10 | 0 | 0 | 0 |
| 2026-10-09 | 3,560,359 | 41,050,014 | 44,610,373 |
| 2026-10-08 | 5,372,752 | 30,719,697 | 36,092,449 |
| 2026-10-07 | 11,420,485 | 150,128,847 | 161,549,332 |
| 2026-10-06 | 19,059,866 | 392,747,136 | 411,807,002 |
| 2026-10-05 | 8,459,740 | 174,770,290 | 183,230,030 |
| 2026-10-04 | 888,781 | 9,796,938 | 10,685,719 |
| 2026-10-03 | 134,040 | 126,483 | 260,523 |
| 2026-10-02 | 21,180,592 | 412,712,089 | 433,892,681 |
| 2026-10-01 | 9,650,899 | 140,272,308 | 149,923,207 |
| 2026-09-30 | 10,880,840 | 163,326,690 | 174,207,530 |
| 2026-09-29 | 9,061,861 | 191,713,234 | 200,775,095 |
| 2026-09-28 | 13,810,445 | 201,538,659 | 215,349,104 |
| 2026-09-27 | 1,691,858 | 32,365,639 | 34,057,497 |
| 2026-09-26 | 3,644,142 | 43,111,588 | 46,755,730 |
| 2026-09-25 | 12,127,318 | 33,837,806 | 45,965,124 |
| 2026-09-24 | 3,915,976 | 100,999,257 | 104,915,233 |
| 2026-09-23 | 11,032,836 | 215,352,804 | 226,385,640 |
| 2026-09-22 | 4,877,536 | 57,389,133 | 62,266,669 |
| 2026-09-21 | 16,852,989 | 656,076,800 | 672,929,789 |
| 2026-09-20 | 5,098,754 | 107,054,646 | 112,153,400 |
| 2026-09-19 | 7,129,509 | 83,815,964 | 90,945,473 |
| 2026-09-18 | 11,362,352 | 253,588,451 | 264,950,803 |
| 2026-09-17 | 10,180,252 | 199,509,490 | 209,689,742 |
| 2026-09-16 | 11,984,289 | 298,625,651 | 310,609,940 |
| 2026-09-15 | 16,517,360 | 332,626,950 | 349,144,310 |
| 2026-09-14 | 9,435,057 | 121,220,583 | 130,655,640 |
| 2026-09-13 | 0 | 0 | 0 |
| 2026-09-12 | 260,715 | 2,224,952 | 2,485,667 |
| 2026-09-11 | 10,505,727 | 129,946,100 | 140,451,827 |
| 2026-09-10 | 850,705 | 3,512,765 | 4,363,470 |
| 2026-09-09 | 1,360,719 | 12,907,704 | 14,268,423 |
| 2026-09-08 | 3,966,532 | 70,584,277 | 74,550,809 |
| 2026-09-07 | 21,982,033 | 386,355,683 | 408,337,716 |
| 2026-09-06 | 9,963,184 | 196,285,155 | 206,248,339 |
| 2026-09-05 | 1,516,457 | 8,831,099 | 10,347,556 |
| 2026-09-04 | 9,996,459 | 128,451,217 | 138,447,676 |
| 2026-09-03 | 10,784,011 | 255,113,877 | 265,897,888 |
| 2026-09-02 | 8,224,593 | 156,176,211 | 164,400,804 |
| 2026-09-01 | 3,190,745 | 56,515,784 | 59,706,529 |
| 2026-08-31 | 6,591,685 | 30,029,743 | 36,621,428 |
| 2026-08-30 | 8,728,375 | 104,473,336 | 113,201,711 |
| 2026-08-29 | 3,233,115 | 20,081,335 | 23,314,450 |
| 2026-08-28 | 10,034,728 | 307,748,701 | 317,783,429 |
| 2026-08-27 | 13,793,739 | 253,014,673 | 266,808,412 |
| 2026-08-26 | 7,656,839 | 207,603,645 | 215,260,484 |
| 2026-08-25 | 14,889,916 | 354,725,595 | 369,615,511 |
| 2026-08-24 | 9,930,887 | 236,869,713 | 246,800,600 |
| 2026-08-23 | 0 | 0 | 0 |
| 2026-08-22 | 0 | 0 | 0 |
| 2026-08-21 | 3,207,668 | 86,799,854 | 90,007,522 |
| 2026-08-20 | 0 | 0 | 0 |
| 2026-08-19 | 5,545,761 | 26,821,855 | 32,367,616 |
| 2026-08-18 | 3,535,886 | 21,711,216 | 25,247,102 |
| 2026-08-17 | 7,808,626 | 57,336,237 | 65,144,863 |
| 2026-08-16 | 4,119,696 | 96,951,356 | 101,071,052 |
| 2026-08-15 | 0 | 0 | 0 |
| 2026-08-14 | 3,799,169 | 43,130,434 | 46,929,603 |
| 2026-08-13 | 861,113 | 11,668,560 | 12,529,673 |
| 2026-08-12 | 388,417 | 1,233,674 | 1,622,091 |
| 2026-08-11 | 2,126,117 | 13,806,797 | 15,932,914 |
| 2026-08-10 | 3,300,675 | 43,848,196 | 47,148,871 |
| 2026-08-09 | 0 | 0 | 0 |
| 2026-08-08 | 0 | 0 | 0 |
| 2026-08-07 | 2,539,200 | 14,810,182 | 17,349,382 |
| 2026-08-06 | 3,287,539 | 23,625,316 | 26,912,855 |
| 2026-08-05 | 2,628,665 | 23,782,404 | 26,411,069 |
| 2026-08-04 | 2,816,674 | 61,253,018 | 64,069,692 |
| 2026-08-03 | 4,109,285 | 38,639,394 | 42,748,679 |
| 2026-08-02 | 3,060,442 | 17,717,007 | 20,777,449 |
| 2026-08-01 | 3,909,662 | 31,623,757 | 35,533,419 |
| 2026-07-31 | 2,163,712 | 26,199,238 | 28,362,950 |
| 2026-07-30 | 0 | 0 | 0 |
| 2026-07-29 | 4,958,935 | 25,163,589 | 30,122,524 |
| 2026-07-28 | 6,392,891 | 61,918,413 | 68,311,304 |
| 2026-07-27 | 4,684,902 | 36,355,882 | 41,040,784 |
| 2026-07-26 | 0 | 0 | 0 |
| 2026-07-25 | 2,425,392 | 63,754,143 | 66,179,535 |
| 2026-07-24 | 0 | 0 | 0 |
| 2026-07-23 | 1,147,024 | 10,548,625 | 11,695,649 |
| 2026-07-22 | 5,944,888 | 48,884,858 | 54,829,746 |
| 2026-07-21 | 3,951,863 | 13,191,448 | 17,143,311 |
| 2026-07-20 | 8,677,327 | 117,273,703 | 125,951,030 |
| 2026-07-19 | 4,477,811 | 74,324,987 | 78,802,798 |
| 2026-07-18 | 688,874 | 11,169,324 | 11,858,198 |
| 2026-07-17 | 21,528,280 | 137,473,872 | 159,002,152 |
| 2026-07-16 | 1,573,803 | 22,670,657 | 24,244,460 |
| 2026-07-15 | 5,713,674 | 105,539,559 | 111,253,233 |
| 2026-07-14 | 9,294,952 | 247,777,021 | 257,071,973 |
| 2026-07-13 | 13,349,893 | 221,007,071 | 234,356,964 |
| 2026-07-12 | 25,097,810 | 602,689,016 | 627,786,826 |
| 2026-07-11 | 27,903,080 | 272,965,401 | 300,868,481 |
| 2026-07-10 | 25,656,086 | 255,738,169 | 281,394,255 |
| 2026-07-09 | 20,338,150 | 302,007,620 | 322,345,770 |
| 2026-07-08 | 12,524,070 | 210,911,803 | 223,435,873 |
| 2026-07-07 | 4,693,612 | 107,806,174 | 112,499,786 |
| 2026-07-06 | 17,897,739 | 189,926,489 | 207,824,228 |
| 2026-07-05 | 23,048,637 | 348,366,260 | 371,414,897 |
| 2026-07-04 | 20,727,068 | 384,683,618 | 405,410,686 |
| 2026-07-03 | 45,693,448 | 376,520,891 | 422,214,339 |
| 2026-07-02 | 15,164,720 | 89,015,037 | 104,179,757 |
| 2026-07-01 | 39,115,760 | 383,627,522 | 422,743,282 |
| 2026-06-30 | 19,119,920 | 256,378,644 | 275,498,564 |
| 2026-06-29 | 16,253,326 | 87,427,193 | 103,680,519 |
| 2026-06-28 | 0 | 0 | 0 |
| 2026-06-27 | 0 | 0 | 0 |
| 2026-06-26 | 15,219,300 | 339,104,186 | 354,323,486 |
| 2026-06-25 | 19,616,039 | 342,547,993 | 362,164,032 |
| 2026-06-24 | 29,507,929 | 444,422,408 | 473,930,337 |
| 2026-06-23 | 4,679,908 | 57,111,562 | 61,791,470 |
| 2026-06-22 | 5,678,836 | 96,145,419 | 101,824,255 |
| 2026-06-21 | 2,077,848 | 29,609,092 | 31,686,940 |
| 2026-06-20 | 7,091,193 | 312,708,917 | 319,800,110 |
| 2026-06-19 | 9,901,986 | 307,792,319 | 317,694,305 |
| 2026-06-18 | 10,552,480 | 106,688,692 | 117,241,172 |
| 2026-06-17 | 14,725,699 | 249,236,181 | 263,961,880 |
| 2026-06-16 | 17,124,167 | 153,590,264 | 170,714,431 |
The shelf
Free tools, ours
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How the dashboard is built
Counted, not estimated
Every Claude session on both machines is parsed for its per-message usage record and attributed to a project by the files it touched. The public page is a projection of that store: aggregates only, never a name. The private version is where the decisions get made.
The pipeline is on the shelf →