Swiss-built · Verified by design
The trusted knowledge engine for a world that stopped trusting its answers.
swissheartbeat structures, verifies, and connects knowledge into a living graph — so every answer can be traced back to a source you can stand behind.
The Challenge
Information moves faster than the truth can follow.
Generative systems are fluent, fast, and confident — and none of that guarantees they are correct. As AI becomes the default interface to knowledge, the absence of a verifiable foundation stops being a footnote and becomes the whole problem.
of professionals no longer trust AI answers without checking the source.
more citations fabricated by ungrounded models since 2023.
unresolved question: who verifies the verifier?
“The next infrastructure layer for AI won't be a bigger model. It will be a trustworthy graph of what is actually true.”
Trusted in conversation with
Architecture
Five layers between raw data and an answer you can trust.
Ingestion
Structured and unstructured sources are continuously pulled from vetted publishers, registries, and primary documents.
Verification
Every claim is cross-referenced against independent sources and scored for provenance before it enters the graph.
Knowledge Graph
Verified entities and relationships are linked into a living graph — versioned, auditable, and queryable in real time.
Retrieval
Answers are composed from graph paths, not guesses — every response carries its lineage back to source.
Delivery
Available via API, chat interface, or embedded engine — built to plug into the tools your team already uses.
Method
Rigor is a process, not a promise.
Trust can't be bolted on after the fact. It has to be engineered into every step of how knowledge enters the system.
- 01
Source, don't scrape
We prioritize primary documents, official registries, and named publishers over open-web aggregation.
- 02
Cross-reference every claim
No single source is trusted alone. Claims are corroborated across independent, unrelated sources before acceptance.
- 03
Score confidence, not certainty
Every node in the graph carries a transparent confidence score — so ambiguity is visible, never hidden.
- 04
Keep a human in the loop
Domain experts review edge cases and disputed claims. The graph updates; the audit trail never disappears.
The Engine
One API. Every answer, sourced.
Drop the swissheartbeat engine into your product and every response comes back with a confidence score and a traceable path to source — no extra infrastructure required.
- Real-time verified retrieval API
- Full source lineage on every response
- Confidence-scored knowledge graph access
- Enterprise-grade data residency in Switzerland
curl https://api.swissheartbeat.com/v1/query \
-H "Authorization: Bearer $SWISSHEARTBEAT_KEY" \
-d '{
"query": "population of Bern in 2024",
"min_confidence": 0.9
}'
{
"answer": "134,982 (2024 estimate)",
"confidence": 0.97,
"sources": [
"admin.ch/statistics/2024",
"bfs.admin.ch"
]
}Vision
We believe the value of intelligence — artificial or otherwise — is measured by how much of it you can verify, not by how quickly it responds.
Switzerland built its reputation on precision, neutrality, and quiet rigor — from timekeeping to banking to diplomacy. swissheartbeat applies that same discipline to knowledge itself. Not the fastest answer. The one that still holds up when you check it.
Our long-term goal is a public, auditable substrate of verified knowledge that any system — human or machine — can build on without having to take our word for it.