How Candidates Could Use AI for Good

This essay was written with Nathan E. Sanders, and originally appeared in The Guardian.

There are plenty of signs that AI will make all of our experiences of the US midterm elections worse. Voters have anxiety about AI’s impacts on the country. Politicos are using AI deepfakes to spread lies. The White House is posting slopaganda.

Meanwhile, candidates are missing a real opportunity to use AI to make campaigning better. The technology can help candidates listen more deeply to voters’ concerns, engage constituents more inclusively, and formulate policy platforms that are more responsive to our input. There are vanishingly few examples of this in US politics, but groups in Japan, Scotland and the US’s own academic and private institutions show how that could change.

The problem with American campaigns’ current use of AI is that it’s not very different from the web ads of 30 years ago, or television ads before that: they are all about inundating voters with the candidate’s message. This one-to-many broadcasting is an uninspiring way to campaign, but not the only way. AI can help candidates connect one-to-one with as many people as possible. Or it can facilitate many-to-many connections, engaging voters in deliberation about issues at scale.

One of the most promising applications of AI being developed by pro-democracy innovators around the world is broad listening. These tools can collect public input in a format much richer than checkboxes on a survey form.

For example, the newly founded Japanese political party Team Mirai has built a foundation for eliciting public input from voters at scale, in depth, and across the breadth of legislative policy issues. It has developed an AI interviewer to cultivate constituent input on policy. Through extended conversations with this chatbot, voters explore and share their perspectives on specific policy issues. And the party has scaled this across a wide array of policy issues by integrating this functionality with an AI-powered portal for exploring bills.

Team Mirai describes itself as a “utility party”, developing tools for any Japanese political party to use to connect with voters. You might question whether Americans would willingly talk to a political AI. So far, Japanese voters have exchanged more than 300,000 messages across 16,000 AI interviews. Team Mirai grew adoption by providing a real incentive to engage: that talking to their AI interviewer does more than just posting on a platform such as Twitter/X or, equivalently, shouting into a void. Users see evidence that the party is actually listening and might take action on their behalf.

Team Mirai party members have directly cited AI interviews from constituents during legislative committee hearings, published a synthesis of that input back for voters, and even amended their policy platform based on user input. The party has rapidly risen to win 12 seats in the Diet, and is explicitly following in the footsteps of the civic hackers in Taiwan’s “gov zero” movement, who won political influence in their fight for transparency.

Other civic technologists are developing AI tools for scaling many-to-many conversations. CrownShy, a company funded in part by the Scottish government, is building a platform to bring the Platonic ideal of the town hall debate into the digital age. Their Comhairle tool integrates AI interviewing tools like the ones described above with software for synthesizing diverse viewpoints, holding virtual assemblies, and sharing video testimonials to help legislatures—or campaigners—organize digital consultations of their constituents en masse.

One thing the AI-powered software of Team Mirai and CrownShy have in common is that they are open-source, meant for anyone to use. Even though they are projects funded by political parties—the upstart party in Japan and the ruling party in Scotland—they are built to make democratic processes better, not necessarily for partisan political advantage.

For interested candidates, there is a wealth of tools available, many of them US-grown. The Stanford-affiliated deliberation.io uses AI to facilitate structured dialogues among thousands of participants and has been piloted for public listening sessions by the city of Washington DC. The MIT-affiliated Cortico project provides tools that surface under-heard community perspectives from recorded conversations, and is now organizing listening sessions at libraries across the country. The US non-profit-built Talk to the City uses AI to analyze large datasets of stakeholder input. The US startup Remesh has a commercial offering that uses AI to generate recommendations from dialogue, which has been tested in policy development scenarios.

There is a long and proud tradition of this sort of “civic technology” in the United States. Two decades ago, the spirit of innovation to develop software for better politics and civic engagement was so strong in organizations like Code for America and the Obama 2008 campaign that Congress funded a new executive agency to bring these ideas to government: the US Digital Service. (The Trump administration repurposed the USDS to become the US Doge Service in 2025.)

One signal that candidates and political parties may start adopting these kinds of tools came this spring from Higher Ground Labs. The Democratic-aligned campaign tech investment firm launched a new fund targeting, in part, “AI-Native Campaign Systems” and “community-Led Messaging Platforms that surface authentic, bottom-up insights from real conversations”.

AI is a multifaceted issue that deserves to be on the table in the midterms. So far, the powerful force of polarization in US politics seems to be separating the parties into the AI skeptics versus the AI boosters. We urge both voters and politicians to separate the technology of AI from its profiteers. We want big tech money out of politics, holding the AI companies accountable for the harm their models cause, taxing their revenues, and maybe even nationalizing them if the AI bubble bursts.

But we also think congressional candidates in the US midterms seeking authentic connection with voters, and seeking to differentiate themselves from their opponents, should be looking to use AI responsibly in their campaigning. The broad listening and deliberation tools pioneered by others around the world could make US politics more transparent, responsive and community-driven. The impact of AI on campaigning doesn’t have to be all bad.

Posted on September 17, 2026 at 7:06 AM • 10 Comments

Comments

KC • September 17, 2026 10:15 AM

@Bruce

Awesome civic tech projects and lots of fascinating rabbit holes. Are you aware of many conferences aligned with tech and civic engagement?

I was checking out Cortico, then ran across MIT’s Center for Constructive Communication, then CSCW 2026.

It would be neat to see a collection of demos and have a space for collaboration and idea sharing.

Clive Robinson • September 17, 2026 1:23 PM

@ Bruce,

With regards,

“The problem with American campaigns’ current use of AI is that it’s not very different from the web ads of 30 years ago, or television ads before that: they are all about inundating voters with the candidate’s message.”

Two thoughts arise,

1, The candidates either have nothing to say, or they think the US voter is to dumb to be treated like a thinking reasoning human being…

2, If we assume that all candidates lie about what they are going to do (and in US Politics appears to be the norm). Then we know it’s all nonsense and not worth the time it would take to scratch an itch on the bum… Thus voters could save themselves a lot of time by “turning off / tuning out” and most important of all find something better to do than,

“Doom scrolling political tripe”

Say something productive for society, like “bagging a Flock”… Which has the advantage of not doing any harm unlike say super-gluing sand on the lense and LEDS or just gluing the fixings.

Sone years ago now the Gentleman of France and some of their good ladies, found a good use for squirting super-glue into the locks of “Denver Boot” “wheel-clamps” so they could not be easily undone thus causing the private companies very large costs.

The result the “Denver Boot” became “sabot non gratis” around Paris and the message spread…

Rombobjörn • September 17, 2026 4:24 PM

So Team Mirai has a langage model sift through and summarize the input they get from the public? Then there will be prompt injections trying to influence the language model to boost the attacker’s opinion and suppress opponents’ input.

If they don’t, then this essay fails to explain how their “interviews” are any better than accepting email from the public.

Vesselin Bontchev • September 18, 2026 1:10 AM

The “Team Mirai” (“Team Future”) name might make sense to Japanese but to the rest of us in infosec, that’s an unfortunate name and reminds us of the Mirai botnets that are still going strong.

Q • September 18, 2026 1:18 AM

Meanwhile, candidates are missing a real opportunity to use AI to make campaigning better. The technology can help candidates listen more deeply to voters’ concerns, engage constituents more inclusively, and formulate policy platforms that are more responsive to our input.

I doubt they are missing anything. They don’t care about listening to what voters want. They only care about winning. They will say whatever is needed to make it more likely they will win. Be that truth, lies, misinformation, disinformation, anything is on the table as long as it increases their vote count.

And whichever one wins they will do whatever they want without regard for what the voters want.

Ferentarius • September 18, 2026 8:55 AM

America toys with the golem of its own intellect, calling it artificial intelligence, and expects salvation in the machinery of its own making. The candidate who listens to the people through a silicon ear may appear wise, but he remains a deaf man surrounded by echoes. Technology, like the sword or the plow, serves only the hand that wields it with moral clarity. Without the soul of the nation awake, all these AI listening tools are but new amphoras for the same old wine of ambition. A democracy lives not through algorithms but through the conscience of its citizens; if that conscience falters, no machine can pray in its stead.

Morley • September 19, 2026 10:33 AM

Coming up with helpful uses of AI isn’t the problem. How do we keep sociopaths from power? Without that answer, this article is almost mocking. AI will magnify the power of those with power.

ResearcherZero • September 29, 2026 1:35 AM

Though politicians use AI for their own campaigns, there is a thriving economy that exploits political commentary purely to profit from it, using inauthentic engagement.

There are many foreign actors using AI models to generate political content so that they can profit from the engagement. Often they are not even connected to the political party they pretend to support. It is simply a way to earn revenue in countries with a more valuable currency than their own national currency, through the creation of content.

More eyeballs, more money.

‘https://www.abc.net.au/news/2026-03-11/foreign-fake-news-pauline-hanson-one-nation/106436702

A typical tactic is to post material that will enrage local audiences to get more hits.
https://www.abc.net.au/news/2026-09-17/ai-generated-slop-economy-brazilian-deepfake-alternates/107158050

There are also influence outfits for hire, who run coordinated campaigns…

BlackCore runs fake news and personas to influence elections on behalf of powerful clients. The company runs out of Israel and has often run anti-Muslim campaigns.

Influence operations harmful to society, which help to sow divisions, have been run in many regions including France, the United Kingdom, Australia, Iran, Togo, Gabon, Angola, and the United States. The operations use AI to automate the creation of contextual comments and increase engagement, using tailored content for each specific region targeted.

BlackCore advertise services that include “narrative disruption” and targeted attacks, making it clear their activities are harmful. In some instances, BlackCore campaigns may have deliberately targeted both sides of local elections.

https://citizenlab.ca/research/blackcores-influence-operations-for-hire/

ResearcherZero • September 29, 2026 2:53 AM

Unfortunately, algorithms promote divisive content over civil and sensible debate.

It is unlikely that the majority of viewers, pundits and commercial media outlets will step back and pause to consider who is responsible for the material and how they hope to profit from it. This is not a good recipe for constructive debate and sensible policy.

Tech companies have decided that their profit model does not include a social responsibility to the public, nor are they willing to reduce the harm their products create or assist those who have been negatively impacted. Quite the opposite in fact.

There will be economic and social consequences greater than what has already materialized.
Someone always pays the cost in the end, and it will be great.

https://theconversation.com/one-nation-built-by-the-media-supercharged-by-the-algorithms-280358

The Eye as a Representation of Control

These modern autonomous systems, with the power to ingest huge quantities of data and make sense out of the noise, are unceasing vigilant. They pierce the veil of obscurity and distance that might normally shield those marginalized, ignored, or othered by society, and place great power in the hands of those with devious and malign intent.

Like the Eye of Sauron, they awaken and draw-in malevolent forces, and cast a dark shadow ever-outward as their reach extends. Never sleeping, always watching, expanding capability.

All that is natural, peaceful and good will be crushed by this relentless mechanized force.
The living world will be replaced by nonliving destructive momentum.

‘https://scholar.valpo.edu/cgi/viewcontent.cgi?article=1482&context=journaloftolkienresearch

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