tensorust/supplier-web-distress-sample

Supplier Distress Signals: free sample (Tensorust LLC)

6,229 distress signals at 1,247 federal contractors: new lawsuits, SAM exclusions, careers-page and site changes, joined to UEI.

Headline: Suppliers usually fail in public before they fail on paper, and a prime's supply chain team answers for the vendor it did not see coming.

This repository is a free teaser, not the dataset. It holds 25 example rows and a summary table with no names in it. The full file has 6,229 rows and is sold by Tensorust LLC: https://tensorust.com/datasets/supplier-web-distress/.

Files here

file	what it is
sample.csv	25 rows of the full file (the same sample shown on tensorust.com)
summary_by_signal_group.csv	row counts by signal group across the full file, no entity names (groups with fewer than 3 rows are folded into "Other")

Summary by signal group (largest groups)

Signal group	rows
legal	6,021
debarment	131
web	43
hiring	27
other	4
leadership	3
TOTAL	6,229

Full table: summary_by_signal_group.csv.

What the full file has

• 6,229 rows
• Key fields: observed_at, org_oid, organization, uei, signal_group, event_type, signal, before, after, detail
• Parquet and CSV, a README with sources, method and limits, and the build script
• Free 25-row sample (no personal contact data)

Coverage: 1,247 federal contractors watched; 6,229 events; 5 companies show signals in two or more groups. Camera events from 2026-11-06 to 2026-11-06 (the camera runs daily and the file grows)

Columns in the full file

column	meaning
observed_at	When the camera saw it (UTC)
org_oid	Tensorust Ontology organization id
organization	Organization name
uei	SAM UEI where known
signal_group	legal, debarment, web, hiring or leadership
event_type	Camera event type
signal	Plain-English signal
before	Prior value (where meaningful)
after	New value (case number and redacted caption for court events)
detail	Event detail
target	What was watched
source_url	Where to verify it
org_signal_groups	How many signal groups this organization shows in the file

Get the full file

tier	price	includes
Vendor list match	$1,500	Your supplier list (up to 500 UEIs) matched against the full event history, with a ranked watch list.
Monthly feed	$990 a month	The full feed delivered daily, all companies, all signal groups.
Enterprise license	$24,000 a year	Feed plus custom watch lists of your own suppliers added to the camera, API access and redistribution inside your company.

Email mattbusel@tensorust.com with the tier and a billing contact, and we will send a proper invoice (ACH or card). The file is delivered once the invoice is paid. Details and the live sample: https://tensorust.com/datasets/supplier-web-distress/. All datasets: https://tensorust.com/datasets/

Method and limits

The company_health camera checks each watched contractor every day and records a change only when something differs from the last pass. Court matches use the company's legal name against case captions (match_confidence is kept). In court captions, a party that is not an organization is replaced with [individual]. Homepage changes are recorded as counts of changed lines, not page text.

Not a credit rating or a prediction of failure, and not evidence of wrongdoing: a court case is an allegation and many site changes are routine. Not a consumer report; it covers companies only and must not be used for decisions about individuals. Court captions have individual party names removed.

Sources

• PACER court RSS feeds (federal district and bankruptcy courts), https://pacer.uscourts.gov
• SAM.gov exclusions, https://sam.gov/content/exclusions
• Company websites, careers sites (Workday, Greenhouse, Lever and similar public job APIs) and leadership pages
• Tensorust Ontology (USAspending and SAM entity data), https://www.usaspending.gov

License

The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/supplier-web-distress/". The full dataset is licensed separately per tier. No resale or redistribution of Tensorust data without a written license.

Tensorust LLC, Tuckahoe NY. mattbusel@tensorust.com | https://tensorust.com