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 OKLAHOMA OFFICE SYSTEMS, LLC receiving $705,852 in net VA obligations across 10 awards (2007-10-01 to 2012-05-16), above the 90th percentile of VBA's recipients, with no VA award action in the 14.3 years to 2026-09-04.
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 THE ROBINS & MORTON GROUP receiving $40,007,919 in net VA obligations across 1 award (2009-02-02 to 2012-05-17), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 14.3 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 EAGLE AVIATION, INC. receiving $4,881,473 in net VA obligations across 53 awards (2007-11-12 to 2012-05-18), above the 90th percentile of VHA's recipients, with no VA award action in the 14.3 years to 2026-09-04.
The dataset shows WESTERN STATES FEDERAL CONTRACTING, LLC receiving $2,805,654 in net VA obligations across 2 awards (2009-09-30 to 2012-05-18), above the 90th percentile of VHA's recipients, with no VA award action in the 14.3 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 EPS, LLC receiving $6,748,388 in net VA obligations across 36 awards (2008-06-30 to 2012-05-21), above the 90th percentile of VHA's recipients, with no VA award action in the 14.3 years to 2026-09-04.
The dataset shows WELCH ALLYN HOLDINGS, INC. receiving $12,210,370 in net VA obligations across 1511 awards (2007-10-01 to 2012-05-29), above the 90th percentile of VHA's recipients, with no VA award action in the 14.3 years to 2026-09-04.
The dataset shows CHERNESKY G, EDWARD receiving $2,934,575 in net VA obligations across 2 awards (2007-12-03 to 2012-05-30), above the 90th percentile of VHA's recipients, with no VA award action in the 14.3 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 JACOB CONSTRUCTION, LLC receiving $2,398,511 in net VA obligations across 1 award (2009-06-23 to 2012-06-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.3 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 PULLIAM CONSTRUCTION COMPANY, INC. receiving $12,543,246 in net VA obligations across 16 awards (2008-05-16 to 2012-06-12), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows INNERSPACE receiving $2,747,154 in net VA obligations across 234 awards (2007-10-17 to 2012-06-14), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows KEPA- POETTKER JV receiving $4,805,400 in net VA obligations across 2 awards (2009-07-30 to 2012-06-15), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 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 LEIDOS FEDERAL HEALTHCARE, INC. receiving $2,134,796 in net VA obligations across 4 awards (2008-04-21 to 2012-06-18), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows BAYER PHARMACEUTICALS CORPORATION receiving $3,009,857 in net VA obligations across 412 awards (2007-10-02 to 2012-06-20), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows BAYER CORPORATION receiving $2,741,281 in net VA obligations across 322 awards (2007-10-04 to 2012-06-20), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows PATRIOT CONSTRUCTION INC receiving $12,800,292 in net VA obligations across 17 awards (2008-02-01 to 2012-06-22), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows C J M S CONTRACTING LLC receiving $3,150,743 in net VA obligations across 16 awards (2007-12-05 to 2012-06-22), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows CORNER'S CONSTRUCTION receiving $9,426,565 in net VA obligations across 31 awards (2008-04-02 to 2012-06-26), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows SIEMENS MEDICAL SOLUTIONS USA INCORPORATED receiving $2,085,127 in net VA obligations across 30 awards (2007-10-01 to 2012-06-26), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows ROSCOE ALLEN COMPANY receiving $3,008,211 in net VA obligations across 10 awards (2007-10-05 to 2012-06-27), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows POWELL'S DESIGN-BUILD CONSTRUCTION & CONSULTING COMPANY, INC receiving $4,245,239 in net VA obligations across 8 awards (2008-06-14 to 2012-06-28), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows VETERANS HEALTH ADMINISTRATION receiving $2,334,042 in net VA obligations across 4 awards (2011-04-15 to 2012-06-28), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows ARCHER WESTERN / DEMARIA JV receiving $90,774,295 in net VA obligations across 1 award (2008-06-19 to 2012-06-29), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 14.2 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 URS GROUP, INC. receiving $4,933,117 in net VA obligations across 34 awards (2008-02-28 to 2012-06-29), above the 90th percentile of NCA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows PHOENIX PET PARTNERS, LLC receiving $2,022,832 in net VA obligations across 14 awards (2007-10-01 to 2012-06-30), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows RICHARD D. SCHMIDT, M.D., P.A. receiving $2,113,464 in net VA obligations across 9 awards (2007-11-02 to 2012-07-02), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows OAKSTONE PUBLISHING, LLC receiving $2,988,188 in net VA obligations across 193 awards (2007-10-02 to 2012-07-03), above the 90th percentile of VHA's recipients, with no VA award action in the 14.2 years to 2026-09-04.
The dataset shows TRANS HEALTHCARE INC receiving $2,074,929 in net VA obligations across 23 awards (2007-10-01 to 2012-07-13), above the 90th percentile of VHA's recipients, with no VA award action in the 14.1 years to 2026-09-04.
The dataset shows 1722 EYE STREET ASSOCIATES receiving $542,961 in net VA obligations across 23 awards (2007-10-31 to 2012-07-19), above the 90th percentile of VBA's recipients, with no VA award action in the 14.1 years to 2026-09-04.
The dataset shows ST. PIERRE, INC. receiving $2,878,358 in net VA obligations across 11 awards (2007-12-06 to 2012-07-25), above the 90th percentile of VHA's recipients, with no VA award action in the 14.1 years to 2026-09-04.
The dataset shows KIMBERLY-CLARK CORPORATION receiving $3,265,832 in net VA obligations across 1091 awards (2007-10-01 to 2012-07-27), above the 90th percentile of VHA's recipients, with no VA award action in the 14.1 years to 2026-09-04.
The dataset shows ARCHER, DAVID receiving $2,268,817 in net VA obligations across 22 awards (2007-10-01 to 2012-07-27), above the 90th percentile of VHA's recipients, with no VA award action in the 14.1 years to 2026-09-04.
The dataset shows H.P.A. SERVICES, INC. receiving $2,486,400 in net VA obligations across 3 awards (2008-03-01 to 2012-07-31), above the 90th percentile of VHA's recipients, with no VA award action in the 14.1 years to 2026-09-04.
The dataset shows MOUNTAINEER IMAGING receiving $2,620,750 in net VA obligations across 7 awards (2008-01-01 to 2012-08-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.1 years to 2026-09-04.
The dataset shows AMERIVETS CONSTRUCTION INC receiving $4,423,220 in net VA obligations across 16 awards (2008-04-07 to 2012-08-02), above the 90th percentile of NCA's recipients, with no VA award action in the 14.1 years to 2026-09-04.
The dataset shows VOA-MJT A SDVOSB JV receiving $8,128,538 in net VA obligations across 1 award (2009-12-22 to 2012-08-03), above the 90th percentile of VHA's recipients, with no VA award action in the 14.1 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.
The dataset shows AVALON GLOBAL SOLUTIONS, INC. receiving $3,329,454 in net VA obligations across 2 awards (2007-11-13 to 2012-08-06), above the 90th percentile of VHA's recipients, with no VA award action in the 14.1 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.
The dataset shows JHJ ENTERPRISES, LLC receiving $7,864,382 in net VA obligations across 6 awards (2009-01-30 to 2012-08-10), above the 90th percentile of VHA's recipients, with no VA award action in the 14.1 years to 2026-09-04.
The dataset shows JEN-ESIS INC receiving $15,685,529 in net VA obligations across 3 awards (2010-09-24 to 2012-08-21), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 14.0 years to 2026-09-04.
The dataset shows IAP WORLD SERVICES, INC. receiving $4,949,797 in net VA obligations across 18 awards (2007-10-01 to 2012-08-22), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 years to 2026-09-04.
The dataset shows USA HEALTH SERVICES FOUNDATION INC receiving $2,575,507 in net VA obligations across 29 awards (2007-10-01 to 2012-08-27), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 years to 2026-09-04.
The dataset shows VETERANS HEALTH ADMINISTRATION receiving $2,211,974 in net VA obligations across 6 awards (2008-05-30 to 2012-08-29), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 years to 2026-09-04.
The dataset shows K P R G CONSULTING, LLC receiving $2,175,750 in net VA obligations across 1 award (2008-12-12 to 2012-08-29), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 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 MEDICAL XRAY CENTER, P.C. receiving $6,241,587 in net VA obligations across 26 awards (2007-10-01 to 2012-08-30), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 years to 2026-09-04.
The dataset shows BAYER HEALTHCARE PHARMACEUTICALS LIMITED LIABILITY COMPANY receiving $3,195,912 in net VA obligations across 698 awards (2007-10-01 to 2012-08-30), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 years to 2026-09-04.
The dataset shows AVETERAN CORP. receiving $3,735,298 in net VA obligations across 14 awards (2009-09-25 to 2012-09-06), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 years to 2026-09-04.
The dataset shows THE GARLAND COMPANY, INC. receiving $3,342,593 in net VA obligations across 10 awards (2008-07-02 to 2012-09-06), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 years to 2026-09-04.
The dataset shows ROYAL SYSTEM SERVICES CORP. receiving $18,062,434 in net VA obligations across 7 awards (2008-05-01 to 2012-09-10), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 years to 2026-09-04.
The dataset shows GRAND ENTERPRISES-HHI CORPORATION ALPHA receiving $6,297,671 in net VA obligations across 1 award (2010-09-30 to 2012-09-10), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 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 APPLIED INFORMATION SCIENCES INC receiving $17,827,586 in net VA obligations across 1 award (2011-09-30 to 2012-09-13), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 14.0 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 INTL LIMO, INC. receiving $2,253,555 in net VA obligations across 11 awards (2007-10-01 to 2012-09-13), above the 90th percentile of VHA's recipients, with no VA award action in the 14.0 years to 2026-09-04.