Policy-first gate
Your institution decides what to answer, refuse, or escalate — before retrieval.
Policy-first. Refusal-first. Glass-box. Answers only from your content — or an honest handover. Runs on your infrastructure with zero data egress.
The differentiator
A confident-wrong answer about benefits or safeguarding is institutional risk. CiviQ stops, explains, and hands over with context.
The problem
Booking bulk waste should take two minutes. It took thirty — hunting PDFs, second-guessing, nearly phoning a closed line. The facts were published. A trustworthy answer was not.
That gap fills contact centres and erodes trust.
What public services need
None of that comes from a bigger model.
The category
Anyone can wire a model to a website. The commodity is the conversation. The value is the layer that decides whether to answer, proves every word, and records the decision.
Capabilities
Not a roadmap — implemented in the open-source release.
Your institution decides what to answer, refuse, or escalate — before retrieval.
Answers only with supporting content. Refusal correctness is measured.
Sources, confidence, policy checks. Hash-chained audit log.
Your infrastructure. Small local model or none. No cloud bill per message.
One governed engine for web, SMS, WhatsApp, voice — same accountability.
Every refusal becomes a ranked backlog of content gaps to fix next.
The thesis
Capability is a system property, not a model property.
A small sovereign model inside a strong accountability framework wins on correctness, governance, auditability, residency, and cost.
How it works
Every question travels the same path. Two gates can stop it cold. Every decision is recorded.
Technical architecture →Proof
Accuracy / refusal eval gate on every change.
The real choice
Managed chatbots optimise for deflection. Copilot deployments optimise for staff productivity. CiviQ is for institutions that must govern the answer.
| Capability | Managed chatbot | Cloud Copilot | CiviQ |
|---|---|---|---|
| Cited from your content | Sometimes | If retrieval added | ✓ Always |
| Honest refusal | Rarely | Inconsistent | ✓ Core + measured |
| Policy before answering | None | None by default | ✓ First gate |
| Data residency | Vendor cloud | Vendor cloud | ✓ Zero egress |
| Audit trail | Limited | Provider logs | ✓ Tamper-evident |
| Lock-in | High | High | ✓ Apache-2.0 |
Next step
Open source and self-hostable. Clone it, point at your content, run on your infrastructure — or explore a design-partner pilot.