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1Repair Windows errors before they cause bigger problems2Fix the driver behind crashes, sound loss and screen glitches3Clear out junk files and repair common Windows errorsAI lobbying groups influence proposed laws and regulations by trying to shape what policymakers consider, how they define the problem, and which policy options they pursue. They do this through meetings with officials, coalitions, public campaigns, testimony, and formal comments on agency proposals. Federal disclosure figures show that many organizations are active on AI-related issues, but those figures do not prove that lobbying caused a particular law or rule to change.
What lobbying can influence
Lobbying is an effort to persuade government officials about policy. In AI debates, that can mean asking Congress to include or reject a requirement in a bill, urging the White House or an agency to take a particular approach, or arguing over how federal and state rules should fit together. An organization’s activity may concern definitions, safeguards, enforcement, costs, deadlines, or the balance between regulation and innovation.
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These are potential points of influence, not evidence that an advocate prevailed. A lobbyist count shows disclosed activity under a particular definition; it does not show what was said in every conversation, whether an official agreed, or whether a proposal changed because of that advocacy.
How AI groups try to shape policy
Direct lobbying of lawmakers and executive officials
Organizations may employ in-house lobbyists or hire outside firms to communicate with members of Congress, congressional staff, executive-branch officials, and the White House. They can explain technical or business concerns, recommend legislative language, and argue for a preferred policy approach. The federal Lobbying Disclosure Act, as amended, requires active registrants to file quarterly activity reports with the House Clerk and Senate Secretary, according to the Office of the Clerk of the U.S. House of Representatives.
Those reports are useful for identifying who has disclosed work on an issue, but they are not transcripts of meetings or a measure of policy success. Reported expenditures generally cover an organization’s lobbying work across issues; filings do not necessarily identify how much was spent specifically on AI.
Coalitions and trade associations
Companies can lobby individually or work through trade associations and coalitions. A shared position can pool technical expertise, present a common set of requests, and keep an issue visible to policymakers. But a coalition’s position should not automatically be treated as the preference of every member: the available figures identify participating organizations, not each member’s private priorities.
Public comments on agency proposals
When an agency opens a formal comment period, companies, advocacy organizations, researchers, and members of the public can submit arguments to the agency docket. Comments can contest a proposal’s legal authority, recommend different wording, supply technical analysis, or describe expected effects. A comment is documented participation; by itself, it does not establish that the agency adopted its recommendations.
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Agenda setting and public campaigns
Advocates also seek to frame which risks and benefits receive attention. One group may emphasize accuracy, safety, or accountability; another may stress compliance costs, competition, or the effect of regulation on innovation. Public campaigns and allied organizations can reinforce arguments made in direct lobbying. To understand a position, look for a group’s published filing, testimony, comment, or public statement rather than inferring it from its spending.
Who is lobbying on AI?
It is not just technology companies. Public Citizen’s analysis of federal disclosures from 2019 through 2023 found that 80 percent of the AI-related lobbyists it counted in 2023 came from industries outside technology. The sectors it identified included finance, healthcare, telecommunications, transportation, and defense. TIME’s April 2024 coverage also described labor, civil-rights, nonprofit, and university organizations entering the reported AI lobbying field.
That mix reflects the reach of AI policy into many parts of the economy and public life. It does not mean the sectors share one agenda: organizations can advocate for different rules, different levels of oversight, or different divisions of authority.
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What the reported numbers show
The following figures measure different things and use different scopes. Lobbyist counts, organization counts, and company-level spending are not interchangeable measures of influence.
| Measure | Reported figure | Scope and limitation |
|---|---|---|
| AI-related lobbyists | More than 3,400 in 2023; 120 percent more than in 2022 | Public Citizen’s 2024 analysis of federal disclosures covering 2019–2023. It also counted more than 1,100 lobbyists reporting White House lobbying on AI-related issues in 2023, nearly twice the number it counted for any single federal agency. |
| Organizations lobbying on AI | 158 in 2022 and 451 in 2023 | OpenSecrets organization counts reported by TIME in April 2024. These are counts of groups, not individual lobbyists; TIME noted that disclosed total lobbying expenditures do not show how much was spent specifically on AI. |
| Lobbyists reporting AI-related activity | More than 3,500 in 2025, described as about a quarter of federal lobbyists | Public Citizen’s 2026 report counted lobbyists who disclosed lobbying on AI issues at least once in 2025, with its issue set including AI, data centers, and autonomous vehicles. It reported nearly 170 percent growth in AI issue lobbyists on Capitol Hill over three years; data-center lobbyists, a subset in its accounting, grew nearly 500 percent. |
| Lobbyists paid for by six large companies | 324 in the second quarter of 2026 | Issue One’s Q2 2026 analysis combined Alphabet, Anthropic, Meta, Microsoft, Nvidia, and OpenAI. The figure is a company-group total for that quarter, not a count of people working exclusively on AI. |
Public Citizen’s 2023 and 2025 counts should not be read as a clean year-over-year comparison: the later report explicitly includes data centers and autonomous vehicles in its issue set. Likewise, the 324 figure is a count of lobbyists paid for by six named companies during one quarter, not an estimate of all AI lobbying.
What company lobbying expenditures do—and do not—mean
Issue One’s Q2 2026 analysis reported federal lobbying expenditures of nearly $6 million for Meta, $5.3 million for Alphabet, about $3 million for Microsoft, $1.25 million for Nvidia, $1.2 million for OpenAI, and a record $1.97 million for Anthropic in that quarter. These are total company-level federal lobbying expenditures for the quarter, not AI-only spending. They cannot show how much a company spent on AI policy, what position it advocated in a specific meeting, or whether its advocacy affected a decision.
More generally, the disclosure system is a partial view. Issue labels and registration requirements shape what appears in filings, and a total expenditure may cover lobbying on several subjects. A larger reported total is not, on its own, proof of more access, greater persuasive power, or a policy result.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.A documented example: the FTC and Colorado’s AI law
In July 2026, the Federal Trade Commission sought public comments on a proposed policy statement addressing AI accuracy. The FTC also stated that Colorado’s AI Act was “impliedly preempted to the extent it conflicts with a federal regulatory scheme.” That wording describes the Commission’s position in a proposed policy statement; it is not a judicial holding.
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Clear out junk files and repair common Windows errorsFree Scan →Scan for outdated or missing drivers - takes under a minuteDriver Scan →The comment deadline was July 31, 2026, so that period has passed. The available information establishes that the FTC opened a public channel for arguments and stated a position on potential conflict between state and federal approaches. It does not establish whether a final statement was issued after the proposal or whether any comment changed the agency’s text.
How to judge claims that lobbying changed a law
Evidence that a group participated is not the same as evidence that it caused a change. To assess an influence claim, distinguish the stages and records involved:
- Activity: Was the organization registered, named in a disclosure, listed as a coalition participant, or a commenter on an agency docket?
- Position: Is there a public filing, testimony, comment, or statement showing what it asked policymakers to do?
- Timing: Did the advocacy occur before or after the relevant bill language or agency proposal was made public?
- Outcome: Does a comparison of draft and final text, supported by official records, identify a change that matches the group’s request?
- Attribution: Is there evidence linking the change to that group’s advocacy, rather than merely showing that the group and the change existed at the same time?
The cited federal counts and FTC notice establish participation, disclosed issue activity, and an opportunity to comment. They do not trace a specific organization’s advocacy to an identifiable change in final statutory or regulatory text. That distinction matters: lobbying is a route for trying to influence policy, not proof of having done so.
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