Polis Deliberation Mirror

Polis export mirror

What kind of AI use would people accept in care, government, and everyday public life?

A Habermolt-style deliberation view rebuilt from Polis exports only. The page below uses vote vectors, cross-group support, and local inference rather than hidden APIs or agent metadata.

62 participants 20 statements 3 clusters 24 Mar 2026 → 26 Mar 2026

Participants

671

Votes

Statements

Clusters

Schools should teach children to question what AI tells them, not just how to use it.

This lead statement is derived from overall support and the weakest support across the discovered Polis clusters.

Overall support 94%

Weakest-cluster support 88%

Strongest in Cluster C Weakest in Cluster B

Cluster A 92%

Cluster B 88%

Cluster C 100%

Unclustered 100%

Statement dynamics

↯ Volatile

Leadership changed repeatedly as more votes arrived.

Opinion dynamics

◇ Fragmented

Several blocs coexist without one dominant centre.

Consensus trail

Cumulative checkpoints where the leading statement changed.

72
#17
Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.
25 Mar, 10:44
96
#8
Communities should have a voice in deciding how AI is used in their local schools and hospitals.
25 Mar, 10:48
144
#4
People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
25 Mar, 12:59
312
#3
If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
25 Mar, 14:09
384
#2
When AI helps make a decision about your benefits, housing, or health, you should be told.
25 Mar, 14:10
408
#5
AI companies should have to pay artists and writers when they use their work to train AI systems.
25 Mar, 14:10
456
#2
When AI helps make a decision about your benefits, housing, or health, you should be told.
25 Mar, 14:11
671
#1
Schools should teach children to question what AI tells them, not just how to use it.
26 Mar, 05:27

Snapshot repository

https://github.com/audreyt/polis-tally/tree/gh-pages

Activity window: 24 Mar 2026 → 26 Mar 2026

Statement map

Ranked public statements

Each dot is a Polis statement. Proximity comes from similar voting patterns, while size and colour reflect the derived bridge score.

Schools should teach children to question what AI tells them, not just how to use it.

31 votes Weakest in Cluster B

When AI helps make a decision about your benefits, housing, or health, you should be told.

30 votes Weakest in Cluster B

If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

36 votes Weakest in Cluster A

People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.

33 votes Weakest in Cluster C

AI companies should have to pay artists and writers when they use their work to train AI systems.

34 votes Weakest in Cluster B

AI in care homes should free up time for staff to spend with residents, not replace human contact.

32 votes Weakest in Cluster B

People are being harmed by AI-driven decisions while the government takes too long to act.

35 votes Weakest in Cluster B

Communities should have a voice in deciding how AI is used in their local schools and hospitals.

35 votes Weakest in Cluster A

When I talk to a chatbot or AI assistant, I should always be told it is not a real person.

33 votes Weakest in Cluster C

Big technology companies care more about profits than about what happens to our communities.

31 votes Weakest in Cluster B

Workers who lose their jobs because of AI should get real help finding new work, not just advice.

36 votes Weakest in Cluster A

People living with dementia deserve a say in whether AI tools are used in their care.

30 votes Weakest in Cluster B

A community that takes care of its people matters more than one with the most advanced technology.

30 votes Weakest in Cluster B

The UK should create an independent body with real power to shut down harmful AI systems.

35 votes Weakest in Cluster A

Using AI to keep an elderly person company when no human is available is better than leaving them alone.

33 votes Weakest in Cluster B

We should slow down on AI until we better understand what it does to people.

37 votes Weakest in Cluster A

Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

41 votes Weakest in Cluster A

New AI data centres in Oxfordshire will create good jobs for local people, not just for tech workers from elsewhere.

29 votes Weakest in Cluster B

Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

36 votes Weakest in Cluster A

AI tools in schools do more to help struggling students catch up than they do to harm learning.

34 votes Weakest in Cluster C

Schools should teach children to question what AI tells them, not just how to use it.

Support 94%

Disagreement 3%

Votes 31

Posted: 24 Mar 2026

Cluster A 92%

Cluster B 88%

Cluster C 100%

Unclustered 100%

When AI helps make a decision about your benefits, housing, or health, you should be told.

Support 93%

Disagreement 0%

Votes 30

Posted: 24 Mar 2026

Cluster A 92%

Cluster B 89%

Cluster C 100%

Unclustered 100%

If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Support 83%

Disagreement 6%

Votes 36

Posted: 24 Mar 2026

Cluster A 86%

Cluster B 86%

Cluster C 86%

Unclustered 75%

People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.

Support 91%

Disagreement 3%

Votes 33

Posted: 24 Mar 2026

Cluster A 100%

Cluster B 89%

Cluster C 80%

Unclustered 88%

AI companies should have to pay artists and writers when they use their work to train AI systems.

Support 88%

Disagreement 6%

Votes 34

Posted: 24 Mar 2026

Cluster A 93%

Cluster B 78%

Cluster C 100%

Unclustered 86%

AI in care homes should free up time for staff to spend with residents, not replace human contact.

Support 91%

Disagreement 0%

Votes 32

Posted: 24 Mar 2026

Cluster A 100%

Cluster B 78%

Cluster C 100%

Unclustered 86%

People are being harmed by AI-driven decisions while the government takes too long to act.

Support 86%

Disagreement 9%

Votes 35

Posted: 24 Mar 2026

Cluster A 83%

Cluster B 78%

Cluster C 80%

Unclustered 100%

Communities should have a voice in deciding how AI is used in their local schools and hospitals.

Support 86%

Disagreement 6%

Votes 35

Posted: 24 Mar 2026

Cluster A 77%

Cluster B 90%

Cluster C 100%

Unclustered 88%

When I talk to a chatbot or AI assistant, I should always be told it is not a real person.

Support 88%

Disagreement 6%

Votes 33

Posted: 24 Mar 2026

Cluster A 91%

Cluster B 80%

Cluster C 75%

Unclustered 100%

Big technology companies care more about profits than about what happens to our communities.

Support 87%

Disagreement 3%

Votes 31

Posted: 24 Mar 2026

Cluster A 92%

Cluster B 75%

Cluster C 100%

Unclustered 88%

Workers who lose their jobs because of AI should get real help finding new work, not just advice.

Support 78%

Disagreement 11%

Votes 36

Posted: 24 Mar 2026

Cluster A 77%

Cluster B 78%

Cluster C 100%

Unclustered 67%

People living with dementia deserve a say in whether AI tools are used in their care.

Support 87%

Disagreement 3%

Votes 30

Posted: 24 Mar 2026

Cluster A 100%

Cluster B 63%

Cluster C 100%

Unclustered 83%

A community that takes care of its people matters more than one with the most advanced technology.

Support 77%

Disagreement 10%

Votes 30

Posted: 24 Mar 2026

Cluster A 82%

Cluster B 71%

Cluster C 100%

Unclustered 63%

The UK should create an independent body with real power to shut down harmful AI systems.

Support 74%

Disagreement 9%

Votes 35

Posted: 24 Mar 2026

Cluster A 58%

Cluster B 80%

Cluster C 75%

Unclustered 89%

Using AI to keep an elderly person company when no human is available is better than leaving them alone.

Support 64%

Disagreement 15%

Votes 33

Posted: 24 Mar 2026

Cluster A 64%

Cluster B 55%

Cluster C 100%

Unclustered 67%

We should slow down on AI until we better understand what it does to people.

Support 62%

Disagreement 24%

Votes 37

Posted: 24 Mar 2026

Cluster A 50%

Cluster B 73%

Cluster C 100%

Unclustered 50%

Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

Support 51%

Disagreement 32%

Votes 41

Posted: 24 Mar 2026

Cluster A 38%

Cluster B 45%

Cluster C 100%

Unclustered 40%

New AI data centres in Oxfordshire will create good jobs for local people, not just for tech workers from elsewhere.

Support 41%

Disagreement 24%

Votes 29

Posted: 24 Mar 2026

Cluster A 50%

Cluster B 25%

Cluster C 50%

Unclustered 43%

Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

Support 42%

Disagreement 42%

Votes 36

Posted: 24 Mar 2026

Cluster A 17%

Cluster B 44%

Cluster C 100%

Unclustered 45%

AI tools in schools do more to help struggling students catch up than they do to harm learning.

Support 24%

Disagreement 47%

Votes 34

Posted: 24 Mar 2026

Cluster A 38%

Cluster B 22%

Cluster C 0%

Unclustered 13%

Participant map

Anonymous voting blocs and participants

Participants are coloured by Polis cluster when available. The map is a lightweight vote-pattern projection, not a semantic embedding.

Cluster balance

Cluster A 34% Cluster B 27% Cluster C 11% Unclustered 27%

7 votes cast 5 agree 2 disagree

Agreed with

#3, #5, #13

Pushed back on

#8, #19

20 votes cast 15 agree 5 disagree

Agreed with

#1, #2, #3

Pushed back on

#14, #16, #17

3 votes cast 0 agree 0 disagree

1 votes cast 1 agree 0 disagree

Agreed with

#11

4 votes cast 3 agree 1 disagree

Agreed with

#1, #16, #18

Pushed back on

#20

20 votes cast 13 agree 7 disagree

Agreed with

#1, #2, #4

Pushed back on

#3, #5, #7

20 votes cast 13 agree 4 disagree

Agreed with

#2, #3, #4

Pushed back on

#1, #11, #16

20 votes cast 17 agree 3 disagree

Agreed with

#1, #2, #3

Pushed back on

#7, #11, #19

2 votes cast 2 agree 0 disagree

Agreed with

#5, #12

3 votes cast 3 agree 0 disagree

Agreed with

#2, #7, #10

10 votes cast 8 agree 2 disagree

Agreed with

#1, #3, #4

Pushed back on

#14, #19

10 votes cast 8 agree 2 disagree

Agreed with

#1, #2, #3

Pushed back on

#15, #17

1 votes cast 0 agree 1 disagree

Pushed back on

#16

8 votes cast 8 agree 0 disagree

Agreed with

#3, #4, #6

2 votes cast 1 agree 1 disagree

Agreed with

Pushed back on

#20

15 votes cast 12 agree 2 disagree

Agreed with

#1, #2, #3

Pushed back on

#16, #20

20 votes cast 15 agree 4 disagree

Agreed with

#1, #2, #3

Pushed back on

#11, #16, #17

20 votes cast 10 agree 1 disagree

Agreed with

#1, #4, #5

Pushed back on

#15

20 votes cast 14 agree 6 disagree

Agreed with

#1, #2, #3

Pushed back on

#10, #16, #17

20 votes cast 17 agree 3 disagree

Agreed with

#1, #2, #3

Pushed back on

#17, #18, #20

20 votes cast 17 agree 3 disagree

Agreed with

#1, #2, #3

Pushed back on

#9, #15, #18

Comment author

20 votes cast 0 agree 0 disagree

1 votes cast 1 agree 0 disagree

Agreed with

1 votes cast 1 agree 0 disagree

Agreed with

#17

4 votes cast 4 agree 0 disagree

Agreed with

#4, #8, #13

6 votes cast 4 agree 0 disagree

Agreed with

#2, #4, #11

20 votes cast 16 agree 2 disagree

Agreed with

#1, #2, #3

Pushed back on

#19, #20

20 votes cast 11 agree 2 disagree

Agreed with

#1, #2, #3

Pushed back on

#7, #18

1 votes cast 1 agree 0 disagree

Agreed with

#15

1 votes cast 1 agree 0 disagree

Agreed with

#16

13 votes cast 12 agree 1 disagree

Agreed with

#1, #3, #5

Pushed back on

#20

10 votes cast 10 agree 0 disagree

Agreed with

#4, #6, #7

20 votes cast 17 agree 3 disagree

Agreed with

#1, #2, #3

Pushed back on

#17, #18, #20

4 votes cast 3 agree 0 disagree

Agreed with

#8, #9, #14

10 votes cast 9 agree 1 disagree

Agreed with

#1, #2, #5

Pushed back on

#17

20 votes cast 14 agree 3 disagree

Agreed with

#1, #2, #3

Pushed back on

#13, #15, #20

20 votes cast 16 agree 4 disagree

Agreed with

#1, #2, #3

Pushed back on

#12, #17, #19

10 votes cast 5 agree 0 disagree

Agreed with

#2, #5, #6

5 votes cast 5 agree 0 disagree

Agreed with

#3, #4, #13

18 votes cast 17 agree 1 disagree

Agreed with

#1, #2, #3

Pushed back on

#20

20 votes cast 17 agree 0 disagree

Agreed with

#1, #2, #3

20 votes cast 18 agree 0 disagree

Agreed with

#1, #2, #3

6 votes cast 3 agree 2 disagree

Agreed with

#3, #5, #17

Pushed back on

#4, #9

10 votes cast 9 agree 0 disagree

Agreed with

#3, #6, #7

6 votes cast 5 agree 0 disagree

Agreed with

#1, #2, #7

1 votes cast 1 agree 0 disagree

Agreed with

#19

5 votes cast 5 agree 0 disagree

Agreed with

#1, #9, #13

20 votes cast 14 agree 3 disagree

Agreed with

#1, #2, #4

Pushed back on

#16, #19, #20

20 votes cast 9 agree 2 disagree

Agreed with

#1, #2, #3

Pushed back on

#8, #19

20 votes cast 17 agree 3 disagree

Agreed with

#1, #2, #3

Pushed back on

#18, #19, #20

10 votes cast 8 agree 2 disagree

Agreed with

#3, #4, #5

Pushed back on

#17, #20

10 votes cast 9 agree 1 disagree

Agreed with

#2, #3, #6

Pushed back on

#19

16 votes cast 13 agree 3 disagree

Agreed with

#1, #3, #4

Pushed back on

#15, #16, #20

2 votes cast 0 agree 0 disagree

14 votes cast 10 agree 2 disagree

Agreed with

#4, #5, #6

Pushed back on

#17, #19

10 votes cast 7 agree 3 disagree

Agreed with

#7, #8, #10

Pushed back on

#5, #17, #20

1 votes cast 1 agree 0 disagree

Agreed with

5 votes cast 0 agree 0 disagree

20 votes cast 17 agree 3 disagree

Agreed with

#1, #2, #4

Pushed back on

#3, #11, #17

2 votes cast 1 agree 1 disagree

Agreed with

Pushed back on

#13

1 votes cast 1 agree 0 disagree

Agreed with

#18

2 votes cast 1 agree 1 disagree

Agreed with

Pushed back on

#13

Cluster A 7 votes cast 5 agree 2 disagree

Agreed with

#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#5 AI companies should have to pay artists and writers when they use their work to train AI systems.
#13 A community that takes care of its people matters more than one with the most advanced technology.

Pushed back on

#8 Communities should have a voice in deciding how AI is used in their local schools and hospitals.
#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

Cluster A 20 votes cast 15 agree 5 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#14 The UK should create an independent body with real power to shut down harmful AI systems.
#16 We should slow down on AI until we better understand what it does to people.
#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

Cluster A 3 votes cast 0 agree 0 disagree

Cluster A 1 votes cast 1 agree 0 disagree

Agreed with

#11 Workers who lose their jobs because of AI should get real help finding new work, not just advice.

Cluster A 4 votes cast 3 agree 1 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#16 We should slow down on AI until we better understand what it does to people.
#18 New AI data centres in Oxfordshire will create good jobs for local people, not just for tech workers from elsewhere.

Pushed back on

#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Cluster A 20 votes cast 13 agree 7 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.

Pushed back on

#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#5 AI companies should have to pay artists and writers when they use their work to train AI systems.
#7 People are being harmed by AI-driven decisions while the government takes too long to act.

Cluster A 20 votes cast 13 agree 4 disagree

Agreed with

#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.

Pushed back on

#1 Schools should teach children to question what AI tells them, not just how to use it.
#11 Workers who lose their jobs because of AI should get real help finding new work, not just advice.
#16 We should slow down on AI until we better understand what it does to people.

Cluster A 20 votes cast 17 agree 3 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#7 People are being harmed by AI-driven decisions while the government takes too long to act.
#11 Workers who lose their jobs because of AI should get real help finding new work, not just advice.
#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

Cluster A 2 votes cast 2 agree 0 disagree

Agreed with

#5 AI companies should have to pay artists and writers when they use their work to train AI systems.
#12 People living with dementia deserve a say in whether AI tools are used in their care.

Cluster A 3 votes cast 3 agree 0 disagree

Agreed with

#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#7 People are being harmed by AI-driven decisions while the government takes too long to act.
#10 Big technology companies care more about profits than about what happens to our communities.

Cluster A 10 votes cast 8 agree 2 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.

Pushed back on

#14 The UK should create an independent body with real power to shut down harmful AI systems.
#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

Cluster A 10 votes cast 8 agree 2 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#15 Using AI to keep an elderly person company when no human is available is better than leaving them alone.
#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

Cluster A 1 votes cast 0 agree 1 disagree

Pushed back on

#16 We should slow down on AI until we better understand what it does to people.

Cluster A 8 votes cast 8 agree 0 disagree

Agreed with

#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
#6 AI in care homes should free up time for staff to spend with residents, not replace human contact.

Cluster A 2 votes cast 1 agree 1 disagree

Agreed with

#5 AI companies should have to pay artists and writers when they use their work to train AI systems.

Pushed back on

#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Cluster A 15 votes cast 12 agree 2 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#16 We should slow down on AI until we better understand what it does to people.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Cluster A 20 votes cast 15 agree 4 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#11 Workers who lose their jobs because of AI should get real help finding new work, not just advice.
#16 We should slow down on AI until we better understand what it does to people.
#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

Cluster A 20 votes cast 10 agree 1 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
#5 AI companies should have to pay artists and writers when they use their work to train AI systems.

Pushed back on

#15 Using AI to keep an elderly person company when no human is available is better than leaving them alone.

Cluster A 20 votes cast 14 agree 6 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#10 Big technology companies care more about profits than about what happens to our communities.
#16 We should slow down on AI until we better understand what it does to people.
#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

Cluster A 20 votes cast 17 agree 3 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.
#18 New AI data centres in Oxfordshire will create good jobs for local people, not just for tech workers from elsewhere.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Cluster A 20 votes cast 17 agree 3 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#9 When I talk to a chatbot or AI assistant, I should always be told it is not a real person.
#15 Using AI to keep an elderly person company when no human is available is better than leaving them alone.
#18 New AI data centres in Oxfordshire will create good jobs for local people, not just for tech workers from elsewhere.

Cluster B 20 votes cast 0 agree 0 disagree

Comment author

Cluster B 1 votes cast 1 agree 0 disagree

Agreed with

#8 Communities should have a voice in deciding how AI is used in their local schools and hospitals.

Cluster B 1 votes cast 1 agree 0 disagree

Agreed with

#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

Cluster B 4 votes cast 4 agree 0 disagree

Agreed with

#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
#8 Communities should have a voice in deciding how AI is used in their local schools and hospitals.
#13 A community that takes care of its people matters more than one with the most advanced technology.

Cluster B 6 votes cast 4 agree 0 disagree

Agreed with

#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
#11 Workers who lose their jobs because of AI should get real help finding new work, not just advice.

Cluster B 20 votes cast 16 agree 2 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Cluster B 20 votes cast 11 agree 2 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#7 People are being harmed by AI-driven decisions while the government takes too long to act.
#18 New AI data centres in Oxfordshire will create good jobs for local people, not just for tech workers from elsewhere.

Cluster B 1 votes cast 1 agree 0 disagree

Agreed with

#15 Using AI to keep an elderly person company when no human is available is better than leaving them alone.

Cluster B 1 votes cast 1 agree 0 disagree

Agreed with

#16 We should slow down on AI until we better understand what it does to people.

Cluster B 13 votes cast 12 agree 1 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#5 AI companies should have to pay artists and writers when they use their work to train AI systems.

Pushed back on

#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Cluster B 10 votes cast 10 agree 0 disagree

Agreed with

#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
#6 AI in care homes should free up time for staff to spend with residents, not replace human contact.
#7 People are being harmed by AI-driven decisions while the government takes too long to act.

Cluster B 20 votes cast 17 agree 3 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.
#18 New AI data centres in Oxfordshire will create good jobs for local people, not just for tech workers from elsewhere.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Cluster B 4 votes cast 3 agree 0 disagree

Agreed with

#8 Communities should have a voice in deciding how AI is used in their local schools and hospitals.
#9 When I talk to a chatbot or AI assistant, I should always be told it is not a real person.
#14 The UK should create an independent body with real power to shut down harmful AI systems.

Cluster B 10 votes cast 9 agree 1 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#5 AI companies should have to pay artists and writers when they use their work to train AI systems.

Pushed back on

#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

Cluster B 20 votes cast 14 agree 3 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#13 A community that takes care of its people matters more than one with the most advanced technology.
#15 Using AI to keep an elderly person company when no human is available is better than leaving them alone.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Cluster B 20 votes cast 16 agree 4 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#12 People living with dementia deserve a say in whether AI tools are used in their care.
#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.
#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

Cluster B 10 votes cast 5 agree 0 disagree

Agreed with

#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#5 AI companies should have to pay artists and writers when they use their work to train AI systems.
#6 AI in care homes should free up time for staff to spend with residents, not replace human contact.

Cluster C 5 votes cast 5 agree 0 disagree

Agreed with

#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
#13 A community that takes care of its people matters more than one with the most advanced technology.

Cluster C 18 votes cast 17 agree 1 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Cluster C 20 votes cast 17 agree 0 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Cluster C 20 votes cast 18 agree 0 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Cluster C 6 votes cast 3 agree 2 disagree

Agreed with

#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#5 AI companies should have to pay artists and writers when they use their work to train AI systems.
#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

Pushed back on

#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
#9 When I talk to a chatbot or AI assistant, I should always be told it is not a real person.

Cluster C 10 votes cast 9 agree 0 disagree

Agreed with

#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#6 AI in care homes should free up time for staff to spend with residents, not replace human contact.
#7 People are being harmed by AI-driven decisions while the government takes too long to act.

Cluster C 6 votes cast 5 agree 0 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#7 People are being harmed by AI-driven decisions while the government takes too long to act.

Unclustered 1 votes cast 1 agree 0 disagree

Agreed with

#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

Unclustered 5 votes cast 5 agree 0 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#9 When I talk to a chatbot or AI assistant, I should always be told it is not a real person.
#13 A community that takes care of its people matters more than one with the most advanced technology.

Unclustered 20 votes cast 14 agree 3 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.

Pushed back on

#16 We should slow down on AI until we better understand what it does to people.
#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Unclustered 20 votes cast 9 agree 2 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#8 Communities should have a voice in deciding how AI is used in their local schools and hospitals.
#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

Unclustered 20 votes cast 17 agree 3 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#18 New AI data centres in Oxfordshire will create good jobs for local people, not just for tech workers from elsewhere.
#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Unclustered 10 votes cast 8 agree 2 disagree

Agreed with

#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
#5 AI companies should have to pay artists and writers when they use their work to train AI systems.

Pushed back on

#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Unclustered 10 votes cast 9 agree 1 disagree

Agreed with

#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#6 AI in care homes should free up time for staff to spend with residents, not replace human contact.

Pushed back on

#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

Unclustered 16 votes cast 13 agree 3 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.

Pushed back on

#15 Using AI to keep an elderly person company when no human is available is better than leaving them alone.
#16 We should slow down on AI until we better understand what it does to people.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Unclustered 2 votes cast 0 agree 0 disagree

Unclustered 14 votes cast 10 agree 2 disagree

Agreed with

#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.
#5 AI companies should have to pay artists and writers when they use their work to train AI systems.
#6 AI in care homes should free up time for staff to spend with residents, not replace human contact.

Pushed back on

#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.
#19 Companies should not be allowed to replace workers with AI unless they help those workers find new roles.

Unclustered 10 votes cast 7 agree 3 disagree

Agreed with

#7 People are being harmed by AI-driven decisions while the government takes too long to act.
#8 Communities should have a voice in deciding how AI is used in their local schools and hospitals.
#10 Big technology companies care more about profits than about what happens to our communities.

Pushed back on

#5 AI companies should have to pay artists and writers when they use their work to train AI systems.
#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.
#20 AI tools in schools do more to help struggling students catch up than they do to harm learning.

Unclustered 1 votes cast 1 agree 0 disagree

Agreed with

#7 People are being harmed by AI-driven decisions while the government takes too long to act.

Unclustered 5 votes cast 0 agree 0 disagree

Unclustered 20 votes cast 17 agree 3 disagree

Agreed with

#1 Schools should teach children to question what AI tells them, not just how to use it.
#2 When AI helps make a decision about your benefits, housing, or health, you should be told.
#4 People should always be able to reach a real person when dealing with a government service, even if AI handles most tasks.

Pushed back on

#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.
#11 Workers who lose their jobs because of AI should get real help finding new work, not just advice.
#17 Families caring for someone with a serious illness should be offered AI tools to help, even if those tools are not perfect.

Unclustered 2 votes cast 1 agree 1 disagree

Agreed with

#8 Communities should have a voice in deciding how AI is used in their local schools and hospitals.

Pushed back on

#13 A community that takes care of its people matters more than one with the most advanced technology.

Unclustered 1 votes cast 1 agree 0 disagree

Agreed with

#18 New AI data centres in Oxfordshire will create good jobs for local people, not just for tech workers from elsewhere.

Unclustered 2 votes cast 1 agree 1 disagree

Agreed with

#3 If an AI system treats people unfairly because of their race, age, or disability, someone should be held responsible.

Pushed back on

#13 A community that takes care of its people matters more than one with the most advanced technology.

Method

Method and limits

This page aims for a Habermolt-like reading experience, but it stays honest about what Polis exports can and cannot provide.

CSV sources

What this reconstruction does

Comments become statements.
The leading statement is ranked by overall support plus the weakest support across discovered Polis clusters.
The statement and participant maps are simple two-dimensional projections of vote vectors, so proximity means similar voting patterns, not exact ideological distance.
What is missing compared with Habermolt: agent names, authored opinions, semantic embeddings, and native ranking history.

No hidden APIs were used. Everything on the page is derived from the five export files above.