AI & LLM solutions
AI Evidence & Civic Intelligence (Research Concept)
A research concept: AI and people review public claims against inspectable evidence, and scattered complaints are grouped into structured issues routed to the right department.
In research This is a research concept, not an established product. We can explore it with you as a prototype.
In simple words
This is a research concept, not a ready product. The idea is that AI and people work together to check public claims against evidence anyone can inspect, and to group scattered public complaints into clear issues sent to the right department. We are exploring it as a prototype (an early test version) and are open to working with partners on pilots.
This is right for you if…
- You are a civic body, NGO or research group interested in exploring this idea
- You handle many public complaints and want to test better ways to organise them
- You want to try an early prototype and help shape it, knowing it is not a finished product
What you get
What this means for your business
Explore how claims can be linked to evidence people can check themselves
Benefit 1Test grouping of duplicate complaints into clear, single issues
Benefit 2Try routing issues to the right department and tracking what happens
Benefit 3Learn, with people reviewing every step, where AI helps and where it does not
Benefit 4
How it works
Simple steps, from first call to results
- 1
We discuss the idea
We talk about your goals and whether this research concept fits your work.
- 2
We agree a small prototype
We decide together on a small, limited test, such as grouping one set of complaints.
- 3
We build and review together
We build an early version, and people review every AI suggestion before anything is used.
- 4
We learn and decide
We share what worked and what did not, and decide together whether it is worth taking further.
Example: a residents' welfare association
For example, a residents' association gets many separate complaints about the same broken streetlights and water leaks. In a prototype, AI groups similar complaints into single issues, a volunteer checks each group, and the issues are sent to the right civic department with the related photos attached.
An illustration of how this works, not a specific client.
What we need from you to start
- A clear goal for what you want to explore
- Sample data you are allowed to share, such as anonymised complaints
- People who can review the AI's suggestions
- Patience and openness, since this is research and results are not certain
Don't have everything? That's fine, we'll help you prepare it.
Interested in AI Evidence & Civic Intelligence?
Tell us your requirement in 2 minutes
A few simple questions. We reply within one business day.
Use cases
Where it helps
- Claim review against evidence
- Grouping duplicate complaints
- Routing issues to departments
- Tracking resolution
Capabilities
What we deliver
- Evidence-linked claims
- AI-assisted clustering
- Transparent review workflow
Models and providers are chosen per project based on use case, data sensitivity, quality and cost.
FAQ
Common questions
Is this a ready product I can buy?
No. It is a research concept we are exploring as a prototype. We are open about this and only work on it as a joint pilot.
Will the AI decide what is true?
No. The AI only helps sort and link information. People review the evidence and make the decisions, and the evidence stays open for others to check.
What about privacy of complaint data?
We would use only data you are allowed to share, remove personal details where possible, and agree with you how it is stored.
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Share your idea or problem. We'll reply with clear next steps, a suggested approach and an estimate.