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AI in Federal Contract Solicitations

Share of solicitations posted on SAM.gov whose title or description names AI, %

0.28% in Q3 2026+0.12 pp since Q1 2026

Plays the chart through its history. Pauses are where the data set a record or moved most.

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Federal contract notices on SAM.gov by the month they were posted, counted once by the type they were first posted as. Solicitations include combined synopsis/solicitations. Not every federal purchase is posted. AI is read from the words with fixed rules (methodology on the signal). Quarterly averages of the monthly shares.

How much of what agencies put out to bid asks for artificial intelligence, machine learning or language models, by the words in the solicitation itself.

What this chart reads

Sources

Federal Contract Solicitations Naming AI (% of Solicitations). Source: SAM.gov Contract Opportunities, U.S. General Services Administration: the public data extracts on sam.gov/data-services (ContractOpportunitiesFullCSV.csv, every active notice, daily; the Archived Data files FY2018 on). Public domain. Refreshed daily.

Charts are drawn from Palanor's signal library and recomputed from source data on every view. Transformations (changes, indexing, year-on-year rates) are Palanor's.

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