Government is the heaviest user of AI now. It is also writing the limits.
Published 26 September 2026
From the editors
September was the month the state stopped piloting. Of the 236 findings added to the record, 97 came from government — training programmes, deployed services, and the rules governing both, arriving together.
Start with the money. Ghana's customs take rose from about US$350 million a month to as much as US$450 million after AI valuation switched on in April, the Ghana Revenue Authority told the West African Tax Administrators Forum. It is the authority's own figure and no independent evaluation has separated the software from the reforms running beside it — but it is the kind of number governments have been promised for three years and rarely shown. El Salvador put up another: 171 pilot schools scoring level with Germany and Sweden on OECD's PISA for Schools, on the education ministry's own account, from schools chosen for their internet connection rather than their past results.
Then the employment evidence, which arrived from a central bank for the first time. Danmarks Nationalbank, working from Danish administrative records, found that firms which take up AI go on to recruit fewer people than comparable firms that do not. The pullback falls hardest on younger and better-educated candidates, pay has not moved, and the bank expects no fall in national employment soon. In Finland, the municipality of Humppila abolished two director posts, handed part of the administrative brief to AI agents and closed a €180,000 gap.
The rules came in the same weeks as the results. Russia's first federal AI law took effect on 1 September. The Central Bank of Kenya told lenders to get approval before a model decides a loan. Between them, the first month in which a national law and a banking regulator moved on AI at once.
And the failures kept their own pace. Spain's data protection agency logged the first breach it has recorded carried out by an autonomous agent. A Washington appeals court struck an entire brief over four citations that did not exist. Asked where their AI time goes, American salaried workers reported more of it on fixing errors than on work that moved anything forward.
Below: what changed this month, then the standing picture, industry by industry. Open what matters to you.
— The Industrial Research UnitStraits Institute for Applied AI
New this month
What entered or changed in the evidence base since the last edition.
NewEvidence of impactGovernment & Public SectorGhana
Ghana's customs take rose by US$100m a month
Monthly customs revenue went from roughly US$350 million to as much as US$450 million after AI valuation switched on in April, Commissioner-General Anthony Kwasi Sarpong told the West African Tax Administrators Forum. The authority's own figure; no independent evaluation has isolated the software from the reforms alongside it.
NewEvidence of impactGovernment & Public SectorFinland
A Finnish municipality deleted two director posts
Humppila abolished its technical director and administrative director roles and gave part of the administrative brief to AI agents, closing a €180,000 gap. Agendas and contract drafts are among the paperwork the software now turns out.
Firms that adopt AI go on to recruit fewer people than comparable firms that do not, Danmarks Nationalbank finds from Danish administrative records. The pullback falls hardest on younger and better-educated candidates, pay has not moved, and the bank expects no fall in national employment soon.
In force from 1 September, it governs development, deployment and use, and separates sovereign models — built, trained and stored entirely in Russia — from national ones that may carry foreign open-source components. A model enters either class only once the government confirms it fits.
NewEvidence of impactEducation & TrainingEl Salvador
El Salvador's pilot schools scored with Germany and Sweden
The education ministry says 171 pilot public schools outscored the national average in science, mathematics and reading, level with Germany and Sweden, crediting AI tutoring, teacher training and learning monitoring. OECD's PISA for Schools assessed 1,198 students in June; the schools were picked for internet access rather than past results, so they do not stand for the national system, and no independent evaluation has isolated the tutors' effect.
Kenya's central bank put a gate in front of credit AI
Lenders must get the Central Bank of Kenya's sign-off before a model settles a loan decision. The bank's own 2025 count put half of licensed institutions on AI, with one tier-one lender pushing Sh1.5 billion a day through machine-learning mobile lending.
NewEvidence of adoptionGovernment & Public SectorSaudi Arabia
Saudi Arabia trained 1.2 million people
Completions under the Samai programme passed 1.2 million against a target of one million, the head of the Saudi Data and Artificial Intelligence Authority said as the UNESCO ethics forum opened in Riyadh.
NewEvidence of impactLegal & Professional ServicesUnited States
A court threw out a brief over four invented citations
The District of Columbia Court of Appeals struck a Deutsche Bank unit's entire appellate brief in a foreclosure case and referred the matter to disciplinary counsel. The filer said Google's generative tool produced the citations; the panel held every firm lawyer who signed the brief shares responsibility.
Spain's data protection agency logged an autonomous attacker, built on a widely known language model, that signed in and explored an application unaided until exploitable flaws surfaced, then altered personal records and opened invoices. Neither the victim nor the model is named, and the account rests on the affected organisation's own report.
NewEvidence of impactBusiness OperationsUnited States
More AI time goes on fixing errors than on the work
US salaried workers put 42 per cent of their AI time into troubleshooting errors and reworking prompts, against 35 per cent on work that advances their workload, a BambooHR survey of more than 1,600 finds. Average use is 87 minutes a day, and the vendor puts the troubleshooting at roughly 20 workdays a year.
Industrial Research Unit, Straits Institute for Applied AI. (2026). The State of Applied AI — September 2026 Dispatch. https://www.straitsai.institute/state-of-applied-ai/september-2026