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OBITO LLCPublic sectorSheet F-01

Data and AI systems for government agencies and public programs, where a wrong number changes who gets served.

We build data, integration and AI systems for agencies and publicly funded programs. The data is sensitive, the review is regulated, and the people acting on the output are program staff, not engineers. We design for those constraints from the start, in what we build and in how we document it.

source aU.S. Census ACSsource bCounty recordssource c70 ZIP code areasgate 01schemagate 02duplicatesgate 03missing values948,704residents0 integrity errorsFig. F0 · one reported figure, traced through three validation gates to its source recordssource aU.S. Census ACSsource bCounty recordssource c70 ZIP code areasgate 01schemagate 02duplicatesgate 03missing values948,704residents0 integrity errorstrace back · every figure tothe record that produced itFig. F0 · one reported figure,traced through three gatesto its source records
Past performance · Sheet F-02

Past performance. Every figure ties to a retained project record.

Survey-based figures are labeled as estimates.

Production AI · National wireless carrier

A production AI agent and reconciliation layer

UCLCLLCLdefect caught here55x baseline · undetected until this gateFig. F1 · boundary validation · 1 point out of control

55x baseline · undetected until this gate

Fig. F1 · boundary validation · 1 point out of control

We build and run a production AI agent and the reconciliation layer under it, across six systems, keeping customer identity intact from first contact to payment. We found and fixed a 55x record duplication defect that had run unnoticed in production, and added validation gates at the system boundaries. Full case study →

Public health · County cancer-screening program

Geospatial data integration

70
ZIP code areas (ZCTAs)
948,704
residents scored
7,638
uninsured residents aged 45 to 64 (estimate)
0
missing values, duplicates or integrity errors

We built a pipeline and weighted risk model over federal survey data that program staff use to direct outreach. We also caught a defect every test had missed: dropped margin-of-error columns were pushing tiny areas to the top of the rankings. We now check output against the limits of the source data. Full case study →

Security · Law firm

Production hardening under active attack

We took over a production environment in the middle of a credential-stuffing attack and stopped more than 95% of hostile login requests before they reached the host. Then we built access controls and left monitoring, alerting and written incident procedures in place. Full case study →

>95%
attack logins stopped before the host
1–3s
worst-case page time, down from ~70s

Capabilities · Sheet F-03

  • Pipelines and ETL across legacy and modern systems
  • Integration with existing agency systems through APIs and scheduled data exchange
  • Risk scoring and analytical models on public and survey data
  • AI systems with human review, audit trails and documented decision logic
  • Role-based access, least-privilege design and audit logging
  • Incident response, monitoring and runbooks
  • Plain-language documentation for program staff
How we contract

We work as a prime or a subcontractor. We license our platforms as commercial software, and we also take services work priced by the hour or at a fixed price.

Questions · Sheet F-04

Questions from contracting officers and primes.

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Can OBITO LLC work as a subcontractor?
Yes. We work as a prime or a subcontractor, and we team with primes who need a technical partner for data or AI work.
What are your registration details?
OBITO LLC is active on SAM.gov as a small business, primary NAICS 541512, also 541511 and 541519. We send our UEI, CAGE code, capability statement and past-performance references on request, through the request form on our contact page.
Do you build AI systems for regulated programs?
Yes. We build them with human review on decisions, audit trails, documented decision logic, and plain-language documentation for the program staff who act on the output.
How does a project start?
Usually with a one-week discovery and audit. After the audit, our platform runs on your data within 90 days at most, and a proof of concept can be ready in as little as 24 hours. Contract vehicles and review cycles can change that schedule.
How is the work priced?
Our platforms are commercial software owned by OBITO LLC and licensed to the agency or prime. We also take services work on government contracts, priced by the hour or at a fixed price, scoped separately from any license. Program data stays with the program.

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