Loading pattern matches
The dataset shows non-government recipients that received substantial VA obligations and then had no VA award action for three years or more — a prompt to confirm closeout and any successor entity.
Glassbox VA surfaces correlations and observations, not findings of misconduct. Severity is the size of the match (dollars, growth ratio, concentration or firm count), not the likelihood of a problem; evidence strength (0–1) shows how well the data supports the match. Both are a starting point for review, not a verdict.
The match meets the pattern threshold, in the lower size band.
A mid-sized match. Pull the source records and read the listed benign explanations first.
The largest size band for this pattern. Larger matches are listed first; size is not evidence of a problem.
Severity is computed from the detection signal · recipient net obligations ≥ p90 of recipient totals within its primary administration AND ≥ $500K floor · latest action_date < as-of − 36 months, as-of = latest award action ≤ today · awards to individuals and government bodies excluded · severity capped at attention · signal = years without an award action
The dataset shows MOUNTAIN MOVERS/AINSWORTH-BENNING LLC receiving $4,453,866 in net VA obligations across 2 awards (2008-07-10 to 2010-07-31), above the 90th percentile of VHA's recipients, with no VA award action in the 16.1 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
Once a match is identified, the dataset suggests these review actions. Glassbox VA does not prescribe outcomes — these are calibrated options for contracting officers, auditors, and program officers, framed as correlations to investigate.
Were final invoices paid, deliverables accepted and unliquidated balances deobligated on the recipient's last awards?
Search SAM.gov for the UEI. A completed program or expired vehicle explains most silence; a vanished entity after large payments is worth a closer look.
These are calibrated suggestions, not directives. The dataset shows the pattern; the responsible officials decide the response.
Aggregated from the matches below. Severity bands are calibrated per pattern; counts and dollar totals reflect this snapshot only.
The dataset shows INDUSTRIA VETERAN GROUP receiving $5,455,886 in net VA obligations across 43 awards (2008-08-11 to 2010-08-03), above the 90th percentile of VHA's recipients, with no VA award action in the 16.1 years to 2026-09-04.
The dataset shows F.A. WILHELM CONSTRUCTION CO., INC receiving $3,572,517 in net VA obligations across 6 awards (2008-09-30 to 2010-08-06), above the 90th percentile of VHA's recipients, with no VA award action in the 16.1 years to 2026-09-04.
The dataset shows VGA INCORPORATED receiving $7,896,169 in net VA obligations across 33 awards (2007-10-01 to 2010-08-17), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows FEDERAL EXPRESS CORPORATION receiving $2,640,030 in net VA obligations across 707 awards (2007-10-01 to 2010-08-19), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows DB & W SERVICES, CORP receiving $12,313,886 in net VA obligations across 3 awards (2007-10-01 to 2010-08-24), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows TANDBERG, LLC receiving $2,581,830 in net VA obligations across 60 awards (2007-10-01 to 2010-08-27), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows MEDICOR HOMECARE, INC. receiving $3,573,024 in net VA obligations across 43 awards (2007-10-01 to 2010-08-31), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows WELCH ALLYN PROTOCOL, INC receiving $4,328,884 in net VA obligations across 826 awards (2007-10-02 to 2010-09-10), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows VANGUARD MODULAR BUILDING SYSTEMS, LLC receiving $3,224,298 in net VA obligations across 10 awards (2008-07-18 to 2010-09-10), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows DWG & ASSOCIATES, INC. receiving $10,826,411 in net VA obligations across 31 awards (2007-10-15 to 2010-09-13), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows ALDAY-DONALSON TITLE AGENCIES OF AMERICA INC. receiving $2,456,854 in net VA obligations across 1 award (2010-09-13 to 2010-09-13), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows VETERAN CONSTRUCTION SERVICES, INC. receiving $2,435,768 in net VA obligations across 1 award (2008-09-17 to 2010-09-14), above the 90th percentile of NCA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows AMERESCO SOLUTIONS INC receiving $25,058,405 in net VA obligations across 9 awards (2008-01-29 to 2010-09-17), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows MIAMI VALLEY ANESTHESIA receiving $4,492,939 in net VA obligations across 3 awards (2009-01-27 to 2010-09-19), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows CENTRAL MARYLAND CHAPTER OF THE AMERICAN RED CROSS INC receiving $5,697,258 in net VA obligations across 62 awards (2007-10-18 to 2010-09-20), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows HAMMER LGC, INC. receiving $12,212,415 in net VA obligations across 87 awards (2007-10-01 to 2010-09-21), above the 90th percentile of VHA's recipients, with no VA award action in the 16.0 years to 2026-09-04.
The dataset shows MORGAN & TURNER, INC. receiving $4,112,320 in net VA obligations across 24 awards (2007-10-11 to 2010-09-24), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows Q.G.S. DEVELOPMENT, INC. receiving $17,658,979 in net VA obligations across 2 awards (2008-08-15 to 2010-09-24), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 15.9 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows REHABILITATION ADVISORS/ BROWN CONSULTING ALLIANCE receiving $1,538,758 in net VA obligations across 12 awards (2008-07-21 to 2010-09-29), above the 90th percentile of VBA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows CLARK & SULLIVAN BUILDERS AND BROWARD BROTHERS A JOINT VENTURE receiving $20,178,986 in net VA obligations across 1 award (2008-04-30 to 2010-09-29), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 15.9 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows BAISTAR MECHANICAL, INC. receiving $2,810,008 in net VA obligations across 4 awards (2007-11-15 to 2010-09-29), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows HEIDORN DEVELOPMENT DAYTONA INC receiving $2,016,334 in net VA obligations across 9 awards (2007-10-01 to 2010-09-29), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows US FOODS, INC. receiving $4,590,287 in net VA obligations across 1 award (2010-09-30 to 2010-09-30), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows NORTHERN STATES POWER receiving $3,765,587 in net VA obligations across 11 awards (2007-10-01 to 2010-09-30), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows INFORMATION MANAGEMENT RESOURCES, INC. receiving $2,587,066 in net VA obligations across 26 awards (2008-01-14 to 2010-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows ECLIPSYS SOLUTIONS CORP. receiving $2,216,480 in net VA obligations across 3 awards (2007-10-01 to 2010-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows CAMBRIDGE HOME HEALTH CARE INC receiving $2,168,415 in net VA obligations across 6 awards (2007-12-31 to 2010-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows MAYO CLINIC HEALTH SYSTEM-ST. JAMES receiving $3,894,154 in net VA obligations across 3 awards (2007-12-28 to 2010-10-04), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows CARTHAGE AREA HOSPITAL, INC receiving $2,476,116 in net VA obligations across 12 awards (2007-10-01 to 2010-10-13), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows YEARGAN CONSTRUCTION COMPANY LLC receiving $5,755,164 in net VA obligations across 28 awards (2008-01-07 to 2010-10-22), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
The dataset shows FRONTLINE CONSTRUCTION GROUP & DAWSON ENGINEERING - A JOINT VENTURE receiving $4,369,000 in net VA obligations across 1 award (2010-06-30 to 2010-10-27), above the 90th percentile of VHA's recipients, with no VA award action in the 15.9 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows FULL SWING LLC receiving $2,660,160 in net VA obligations across 4 awards (2008-10-01 to 2010-11-01), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows TEXICAN NATURAL GAS COMPANY receiving $2,553,500 in net VA obligations across 5 awards (2007-10-01 to 2010-11-01), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows LSG LANDSCAPE ARCHITECTURE INC. receiving $1,852,208 in net VA obligations across 20 awards (2007-10-10 to 2010-11-03), above the 90th percentile of NCA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows PALMETTO-RICHLAND MEM HOSP receiving $3,944,050 in net VA obligations across 14 awards (2007-10-01 to 2010-11-08), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows CAREMOR INC receiving $2,122,094 in net VA obligations across 28 awards (2007-10-01 to 2010-11-08), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows EAGLE VETERAN CONSTRUCTION SERVICES, LLC receiving $3,867,694 in net VA obligations across 13 awards (2007-10-17 to 2010-11-10), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows ZICHITTELLA, DANA PHD. INC receiving $538,550 in net VA obligations across 3 awards (2009-08-15 to 2010-11-10), above the 90th percentile of VBA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows GAINES CONSTRUCTION, LLC receiving $2,410,549 in net VA obligations across 4 awards (2009-08-21 to 2010-11-22), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows VALOR FIELD SERVICES, INC. receiving $7,565,539 in net VA obligations across 23 awards (2007-10-17 to 2010-11-23), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows NATIONAL SERVICES AND HERITAGE CONTRACTING AND K & K INDUSTRIES receiving $15,060,101 in net VA obligations across 1 award (2008-09-23 to 2010-11-23), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 15.8 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows RECOMBINANT DATA CORP. receiving $2,130,200 in net VA obligations across 2 awards (2009-12-30 to 2010-11-23), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows TRI-STARR MANAGEMENT SERVICES, INC receiving $72,246,603 in net VA obligations across 39 awards (2007-10-01 to 2010-11-24), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows MITSUBISHI CONSTRUCTION CORPORATION receiving $9,309,823 in net VA obligations across 3 awards (2009-07-10 to 2010-11-30), above the 90th percentile of VHA's recipients, with no VA award action in the 15.8 years to 2026-09-04.
The dataset shows TRIPLE L MANAGEMENT CORPORATION receiving $2,697,400 in net VA obligations across 3 awards (2008-01-22 to 2010-12-10), above the 90th percentile of VHA's recipients, with no VA award action in the 15.7 years to 2026-09-04.
The dataset shows FALIH VENTURE LTD receiving $2,127,913 in net VA obligations across 5 awards (2007-10-01 to 2010-12-10), above the 90th percentile of VHA's recipients, with no VA award action in the 15.7 years to 2026-09-04.
The dataset shows MILLENNIUM LLC receiving $544,583 in net VA obligations across 2 awards (2009-06-15 to 2010-12-21), above the 90th percentile of VBA's recipients, with no VA award action in the 15.7 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows SUNRISE VA MEDICAL, LLC receiving $6,757,099 in net VA obligations across 10 awards (2009-10-01 to 2010-12-22), above the 90th percentile of VHA's recipients, with no VA award action in the 15.7 years to 2026-09-04.
The dataset shows SHARON HOWERTON receiving $535,100 in net VA obligations across 5 awards (2008-03-25 to 2010-12-28), above the 90th percentile of VBA's recipients, with no VA award action in the 15.7 years to 2026-09-04.