About

We observe your operational chaos, then model the solution.

Specialized Projects Group is run by a chief engineer who has held the seat three times over, at sea, on a rig, and on a Navy builder's trials, and who now builds the data and AI systems those plants and ships were missing. Everything on this site shipped first for a real operation. The proof is the product.

Based in Texas. Delivered worldwide.

Three chief engineer seats

Merchant marine · EMD 645 piston, trashed

Chief engineer

Commercial merchant marine

Diesel plants that have to make the next port. The engine room is where the budget meets the sea.

Offshore rig · Thruster replacement

Chief engineer

Offshore rig

Thrusters, power, and everything that keeps a hole on station. Repairs happen where the parts are not.

Navy new construction · Gas turbine, LCS

Chief engineer

Navy new construction trials

Commissioning and decommissioning trials on a gas-turbine combatant, delivery crew and sail-around.

What the three seats add up to

Schema-based picture and data collection, configured for bespoke deployment.

Every assessment is the same job wearing different clothes: stand in front of a thing, photograph it the same way every time, record the same handful of facts, move to the next thing, and know at the end what you missed. A plant after a turnaround. A ship in a lay-up berth. A fleet of skids. The schema is what changes. The tool should not.

The sample-sized version is free on the shelf. The full version adds a shared backend, multi-user review, and the pipeline that turns captures into the load files a maintenance system or a class survey needs.

Field Info-Collector, free The paid version starts here

Field Info-Collector front page on a phone: Field Collect, Tech Review and User Config workspaces

How we work, measured

Every token we spend, counted.

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

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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