Founders Circle · Limited availability

The AI that is
entirely yours.

On your hardware. In your facility. Under your control.

A fixed annual contract with no variable costs, no usage meters, and no surprises after lock-in. A direct relationship with the people who built it. This offer closes when the founding circle is complete.

Sovereign Enterprise Contract
$2M / year
Scales lightly with organization size.
No variable costs. No overages. No surprises.
On-premises deployment
No hallucination by construction
24/7 human support
What you own · Founders Circle
Hallucination rate 0%
Efficiency vs standard AI 10,000×
Storage compression 82×
Response latency <100ms
Open knowledge sources 150+
Variable costs after contract $0

Structurally impossible to hallucinate — not filtered

Live kernel operations

A different kind of enterprise relationship.

Fixed annual contract. No variable costs. No usage surprises. This relationship will not be offered again once the circle is complete.

Sovereign Enterprise Contract
$2M / year
Scales lightly with organization size.
No variable costs after contract lock-in.
No usage meters. No overage charges.
Every tier of Hailstone gives full access to the platform. The Founders Circle provides individualized, direct services that only make sense at enterprise scale — not restrictions on what others can access.
What is included

On-premises deployment

Lease and purchase options. Your hardware, your facility. Upgrades and patching available separately.

Locally deployed causal kernel and OS

The full reasoning system runs in your environment. No cloud dependency. No data leaves your perimeter.

Custom algorithm development

Causal models built for your domain, your data, your specific reasoning requirements.

Dedicated compute that scales with you

Systems design, configuration, and installation included. Capacity grows with your business under the fixed contract.

24/7 human support

Direct relationship with the team. Not a ticket queue. The people who built it.

Private features months in advance

Access before public release. Influence over what gets built next.

Largest scale reasoning model — Founders only

The highest-capacity causal model we build. A dedicated resource at a scale that only makes sense at enterprise.


Built on the world's open scientific and factual record.

Not scraped web text. Structured, peer-reviewed, institutionally maintained knowledge across medicine, science, law, code, and culture.

Medicine & Life Sciences

Clinical & molecular knowledge

ClinicalTrials.gov · CTD · PubMed · UniProt · ChEBI · DrugBank · ClinVar · LOINC · ICD · RxNorm · Reactome · NCBI Gene · Open Targets · Gene Ontology · WHO GHO · USDA FoodData

Disease-gene-compound causal relationships. Drug interactions. Clinical outcomes.
Science & Research

Open scientific literature

OpenAlex · Semantic Scholar · arXiv · CrossRef · OpenCitations · Wikidata · DBpedia · YAGO · ConceptNet · CauseNet · NASA/JPL · SIMBAD · Wolfram MathWorld · OEIS · Lean MathLib

Peer-reviewed research. Mathematical proofs. Scientific facts with provenance.
Code & Systems

40+ programming language grammars

Python · C · C++ · Rust · Go · Java · TypeScript · Haskell · OCaml · Lean · Cobol · Fortran · and 30+ more · Language paradigm lineage · The Stack

Causal lineage from bits to architecture. Structural causality, not syntax.
Law & Governance

Legal and regulatory record

CourtListener · OpenFDA · World Bank Indicators · GDELT · Migration data · UNESCO World Heritage · GeoNames · Europeana

Regulations with causal chains. Policy with provenance.
Nature & Environment

Biological & earth sciences

GBIF · iNaturalist · Catalogue of Life · NCBI Taxonomy · PubChem · PDBe · BioGrid · Bio2RDF · Wikidata physics

Species, ecosystems, molecular structures as causal graph.
Culture & Language

Human knowledge and expression

WordNet · Wiktionary · MusicBrainz · BabelNet · DBLP · EventKG · VisualSem · ATOMIC · Universal Dependencies · OPUS (100+ languages)

Semantic relationships. Causal commonsense. Cross-lingual knowledge.
Sources
150+
Open access
100%
Compression
82×

Every source is publicly available, institutionally maintained, and traceable to its origin. The knowledge graph can be independently audited.


Three steps from your data to causal answers.

No configuration. No prompt engineering. You bring the data. We build the reasoning.

01

Onboard your data

Send your data via API — any format. The system automatically extracts entities, relationships, and causal structure. Your knowledge graph is built and compressed. Ready in minutes.

02

Query in natural language

Ask questions as you would ask a domain expert. The system traverses the causal graph, finds the relevant paths, and constructs an answer from verified relationships.

03

Receive answer with proof

Every response includes the answer, the causal chain that produced it, and a proof identifier. If the answer cannot be derived from your data, the system says so.

04

Ask what-if questions

Counterfactual queries let you ask what the outcome would be if a variable changed. Exact answers from causal structure, not statistical estimates.

Every answer has a proof chain

Each response includes the causal trace that produced it — auditable, reproducible, legally defensible. Every claim traceable to its source.

Customer data never crosses

Each customer's graph is mathematically isolated. Not by policy. By the structure of the system. One customer cannot access another's data.

Regulatory compliance by construction

GDPR Article 25, HIPAA Safe Harbor, SOC 2. Not by configuration — by the architecture. Privacy by construction, not by checklist.


Built on mathematical proof, not engineering intuition.

The guarantees are theorems. They do not degrade with scale or edge cases.

"The Lovász Subsumption Theorem proves the system's causal mediation is minimal and sufficient. Hallucination is not suppressed. It has no path to occur."

Formally verified in Lean 4. Not learned — derived. The mathematical basis for zero hallucination.

✓ Lovász theorem — proved ✓ Termination — proved May 2026 12 patents — held open Lean 4 verified

Every computation terminates

A proof completed May 2026 establishes that every inference terminates at a verifiable record. Not a timeout. A theorem.

10,000× more efficient

Inference does not require a multi-billion parameter forward pass. Graph traversal. Fraction of the compute cost at a fraction of the latency.

82× storage compression

Lossless. The geometry that was always in your data, read out. 1TB of knowledge fits in 12GB.

Simple. No surprises.

Every tier includes full access to the Hailstone platform. We don't gate features — we scale services.

Community
Free
Researchers, students, non-profits. No credit card. No qualifications.
Full platform
Causal reasoning
Knowledge graph
Community support
Personal
Coming
soon
Individual and professional. Fixed monthly. No usage meters.
Everything in Community
Dedicated compute
Sovereign storage
Priority support
Enterprise
Small · Medium · Business
Transparent fixed pricing by organization size. No variable costs. No surprises.
Small — up to 50 seats
Medium — up to 250 seats
Business — up to 1,000 seats

API access · SLA · Dedicated support
Get pricing
Sovereign
$2M / year
On-premises. Your hardware. Fixed contract. No data leaves your perimeter.
On-premises deployment
Custom algorithms
Causal kernel + OS
24/7 human support
Largest reasoning model
Founders Circle

Every tier includes full platform access — no features gated by tier.
The difference is the scale and nature of services, not what you can do.

Community Partnership

We are seeking non-profit, community-focused, and academic institutions for trial and evaluation partnerships — with particular focus on drug discovery.

Causal reasoning over biological knowledge graphs can identify novel compound pathways and treatment mechanisms for diseases where commercial incentives are insufficient. If your institution works in this space, we want to hear from you.

Express interest

Contact

Founders Circle and investor inquiries.

The system is running. The API is ready. Founders Circle contracts are available now for a limited number of founding enterprise partners.

Founders Circle Investor inquiry

samuelepepper@hailstone.global · hailstone.global