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 TENECORE, LLC receiving $3,090,484 in net VA obligations across 22 awards (2008-04-21 to 2011-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 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 OLSON TRANSPORTATION CO receiving $2,773,629 in net VA obligations across 4 awards (2007-11-26 to 2011-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 years to 2026-09-04.
The dataset shows BERKSHIRE PLACE, LTD. receiving $2,548,395 in net VA obligations across 2 awards (2009-07-06 to 2011-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 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 STRYKER-STE LLC receiving $2,253,779 in net VA obligations across 14 awards (2007-10-05 to 2011-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 years to 2026-09-04.
The dataset shows ELSEVIER INC. receiving $2,057,239 in net VA obligations across 101 awards (2007-10-09 to 2011-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 years to 2026-09-04.
The dataset shows LIONVILLE SYSTEMS, INC. receiving $3,935,563 in net VA obligations across 377 awards (2007-10-01 to 2011-10-05), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 years to 2026-09-04.
The dataset shows F & B CONSTRUCTORS/BURFORD CONSTRUCTORS JOINT VENTURE receiving $2,154,602 in net VA obligations across 2 awards (2010-06-24 to 2011-10-07), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 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 GPM SERVICES, INC. receiving $6,567,736 in net VA obligations across 1 award (2009-09-28 to 2011-10-17), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 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 WIACTION, LLC receiving $2,201,112 in net VA obligations across 9 awards (2009-11-12 to 2011-10-17), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 years to 2026-09-04.
The dataset shows D SQUARE- FACILITYBUILD A JOINT VENTURE receiving $3,090,988 in net VA obligations across 1 award (2009-09-24 to 2011-10-24), above the 90th percentile of VHA's recipients, with no VA award action in the 14.9 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 AMERICAN HEALTH RESEARCH INSTITUTE receiving $2,896,179 in net VA obligations across 3 awards (2007-10-03 to 2011-11-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows 1MD, INC. receiving $7,067,606 in net VA obligations across 17 awards (2007-11-02 to 2011-11-02), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows EDUCATIONAL OPHTHALMOLOGY receiving $2,085,342 in net VA obligations across 4 awards (2008-10-01 to 2011-11-02), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows SAGINAW CONSTRUCTION, LLC receiving $3,004,619 in net VA obligations across 3 awards (2007-12-13 to 2011-11-04), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows USSERY-ROAN TEXAS STATE VETERANS HOME receiving $2,519,346 in net VA obligations across 3 awards (2009-10-01 to 2011-11-07), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
Why this may be benign · The award carries no valid Unique Entity ID. Awards before April 2022 were keyed on DUNS, some award types are exempt from SAM registration, and grouping falls back to the recipient name, which can merge or split entities (US-5).
The dataset shows RON TEICHMAN MD receiving $5,528,529 in net VA obligations across 6 awards (2007-10-01 to 2011-11-09), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows VETERANS DEVELOPMENT, LLC receiving $12,418,856 in net VA obligations across 5 awards (2010-09-10 to 2011-11-10), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows UNIVERSITY OF MINNESOTA (3943) receiving $23,911,999 in net VA obligations across 32 awards (2007-10-01 to 2011-11-10), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows TERUMO MEDICAL CORPORATION receiving $4,390,800 in net VA obligations across 3570 awards (2007-10-01 to 2011-11-15), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows CAMBRIDGE SYSTEMS, INC. receiving $5,695,733 in net VA obligations across 238 awards (2007-11-13 to 2011-11-18), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows GS ELECTRICAL INC receiving $3,332,590 in net VA obligations across 6 awards (2007-10-04 to 2011-11-18), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows FLUIDICS INC receiving $6,770,169 in net VA obligations across 8 awards (2010-02-24 to 2011-11-21), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows PA CONSTRUCTION GROUP, LLC receiving $2,555,022 in net VA obligations across 7 awards (2010-01-05 to 2011-11-21), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows CARDINAL EMS LTD. receiving $10,049,911 in net VA obligations across 25 awards (2008-04-24 to 2011-12-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows RICHMOND AMBULANCE AUTHORITY receiving $3,387,750 in net VA obligations across 3 awards (2008-10-01 to 2011-12-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows VITERION TELEHEALTHCARE LLC receiving $8,198,878 in net VA obligations across 434 awards (2007-10-02 to 2011-12-03), above the 90th percentile of VHA's recipients, with no VA award action in the 14.8 years to 2026-09-04.
The dataset shows HUGHES HUBBARD & REED LLP receiving $2,073,851 in net VA obligations across 1 award (2010-09-22 to 2011-12-07), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 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 MORTIMER ELECTRIC, INC. receiving $3,007,626 in net VA obligations across 6 awards (2010-02-24 to 2011-12-08), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows MEHL COMMUNICATIONS INC receiving $4,243,194 in net VA obligations across 2 awards (2008-12-18 to 2011-12-15), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 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 SUPERIOR LINEN SUPPLY COMPANY, THE receiving $2,628,977 in net VA obligations across 2 awards (2008-06-30 to 2011-12-15), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 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 ACCE FACILITIES MANAGEMENT SERVICES, INC receiving $2,693,374 in net VA obligations across 8 awards (2007-10-10 to 2011-12-16), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows J2 ENGINEERING, INC. receiving $16,405,617 in net VA obligations across 10 awards (2008-03-19 to 2011-12-21), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows UNIVERSITY PHYSICIANS GROUP receiving $36,520,027 in net VA obligations across 32 awards (2007-10-01 to 2011-12-22), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows TAFOYA, M.R. CONSTRUCTION, INC. receiving $21,773,514 in net VA obligations across 8 awards (2008-03-03 to 2011-12-23), above the 90th percentile of NCA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows ALA-TEX LLC receiving $3,257,078 in net VA obligations across 10 awards (2009-07-09 to 2011-12-28), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows BAUSCH & LOMB PHARMACEUTICALS receiving $4,494,092 in net VA obligations across 1294 awards (2007-10-01 to 2012-01-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows LIFESCAN LOUISVILLE LLC receiving $2,304,585 in net VA obligations across 6 awards (2008-01-03 to 2012-01-01), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows GOLD CROSS EMS, INC. receiving $3,469,774 in net VA obligations across 8 awards (2007-10-01 to 2012-01-05), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows RADIOLOGY STAFFING, INC. receiving $3,808,412 in net VA obligations across 47 awards (2007-10-01 to 2012-01-09), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows NORTHROP GRUMMAN SYSTEMS CORPORATION receiving $6,035,596 in net VA obligations across 7 awards (2008-02-29 to 2012-01-10), above the 90th percentile of VHA's recipients, with no VA award action in the 14.7 years to 2026-09-04.
The dataset shows SAWTOOTH TECHNOLOGIES, L.L.C. receiving $2,763,800 in net VA obligations across 3 awards (2008-07-10 to 2012-01-12), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 years to 2026-09-04.
The dataset shows ERSI, LLC receiving $6,421,824 in net VA obligations across 10 awards (2009-06-14 to 2012-01-18), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 years to 2026-09-04.
The dataset shows TL SERVICES, INC receiving $3,998,561 in net VA obligations across 481 awards (2007-10-01 to 2012-01-19), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 years to 2026-09-04.
The dataset shows GRIGGS ENTERPRISES, INC. receiving $3,579,791 in net VA obligations across 1 award (2009-11-09 to 2012-01-19), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 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 ANGELICA TEXTILE SERVICES, INC. receiving $12,658,705 in net VA obligations across 26 awards (2007-12-04 to 2012-01-20), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 years to 2026-09-04.
The dataset shows ALLWEST GEOSCIENCE INC receiving $2,795,771 in net VA obligations across 7 awards (2007-11-19 to 2012-01-20), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 years to 2026-09-04.
The dataset shows JOHN B. HENRY & ASSOCIATES, INC. receiving $5,383,171 in net VA obligations across 10 awards (2007-11-29 to 2012-01-24), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 years to 2026-09-04.
The dataset shows METAL BENDERS, INC. receiving $3,637,255 in net VA obligations across 4 awards (2009-09-13 to 2012-01-26), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 years to 2026-09-04.
The dataset shows OV CONSTRUCTION, LLC receiving $3,173,968 in net VA obligations across 1 award (2010-01-14 to 2012-01-27), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 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 ENGINEERS, U.S. ARMY CORPS OF receiving $20,762,118 in net VA obligations across 4 awards (2008-04-28 to 2012-01-31), above the 90th percentile of VHA's recipients, with no VA award action in the 14.6 years to 2026-09-04.