About $4.52M from the General Services Administration for AI that takes in complaints and analyses cases — the largest award outside defense this site has yet to cover (Kaizen Laboratories)

1Complaint handling as a thing to buy AI for

What the description names is the intake of complaints and the analysis of cases: receiving what citizens and businesses file, sorting the content, and working out how each should be handled. Done by hand it means a great deal of reading, and consistency of judgment is hard to hold.

The phrase artificial intelligence native reads as asking for something built on the assumption that AI does the processing, rather than AI bolted onto an existing arrangement. Where the machine decides and where a person takes over is not written in the record.

2Ordering from under a framework

The award type is a delivery order, placed individually under a framework agreed in advance. The 47QACA opening the contract number follows the numbering the Federal Acquisition Service uses.

Splitting the 222 federal spending records this site holds as of 2026-09-01 by the awarding side gives 155 to the Department of Defense and 67 to everyone else. The distribution of award types runs the opposite way between them: definitive contracts lead at the Department of Defense with 106, while delivery orders lead outside defense with 32.

Whether to sign individually or to order from an existing framework divides along the buyer.

3A one-year period, with payment still ahead

The period runs exactly one year, from 2026-08-06 to 2027-08-05. Outlays are recorded as zero, but little time has passed since it began and payment reads as still ahead.

Across the federal spending records this site holds as of 2026-09-01, outlays come to 2.1 percent of obligations on the 155 Department of Defense awards and to 52.3 percent on the 67 outside defense. Defense contracts run long, and obligations accumulate far ahead of payment. Outside defense the periods are shorter and outlays keep up. The same public data means different things depending on the buyer.

4The letter carried inside the contract number

Counting the letters that appear inside the contract numbers across the 222 federal spending records this site holds as of 2026-09-01 gives C in 99, F in 57, P in 29 and N in 18.

U.S. contract numbers set the ninth character to a letter denoting the form of award: C for a contract signed individually, F for an order placed under an existing framework, P for a purchase order. The form can be read from that letter without consulting the award-type field. A number carrying F, as this one does, points to a parent framework behind it.