Probabilistic forecasts about people, markets, and governments — with audit manifests attached to every output. Rust-native, BYO LLM keys, and built from crate one for the regulated firms that have to defend every AI decision they ship.
Q3 2026: EU AI Act enforcement begins. Fines reach 7% of global revenue. Your firm needs AI. Your regulator needs evidence. Today’s options force you to choose between the two.
Hallucinate without warning. No manifest, no reproducibility, no chain of evidence. Internal trials are banned within weeks; shadow AI proliferates anyway.
$30K per seat. Magnificent at showing what happened. Zero probabilistic inference. Your analysts read the news; they don’t generate forecasts you can defend.
$5M+ deals. Closed proprietary ontology. 12-month deployment. Vendor lock-in by design. Cost-prohibitive for any firm below Tier-1 — and most Tier-2s.
18–24 months to MVP. $2M+ in engineering. 30–50% of internal builds never reach audit-grade. Senior engineer leaves; project dies in stage two.
The market spends billions on tools that don’t compose, don’t infer, and don’t audit. The gap is structural — and it has a deadline.
DEINO foundational thesis · February 2026Four invariants the architecture refuses to relax. Each one is a load-bearing decision encoded in the Rust workspace, not a feature toggle you can turn off.
Probabilistic forecasts in a four-layer versioned ontology. Not point predictions. Not vibes.
Every output ships with a complete manifest. Reproducible exactly, years later, by an auditor you’ve never met.
Twenty-five A2A agents. Five ensemble sister-LLMs. A 19-crate Rust core. Not another wrapper.
Rust-native. BYO LLM keys. Open core at V3. Your audit history stays yours.
Every product sits on the same 19-crate Rust workspace and the same versioned Geo-Neural Layer. Buy one — get the substrate for all of them. Switch tiers without migrating data.
Real-time view of four ontological networks. Every node versioned, every change traceable.
Webhooks fire when profile axes cross your threshold. The killer trigger for production AI.
Reproduce any past GNL state, exactly. Hand the auditor the manifest. They audit every step.
Cross-domain graph traversal. Trace influence and ownership across actors, companies, governments.
Plug in your own profiling agent. Codify your firm’s methodology. Highest lock-in.
Geo-sectoral risk visualization. For compliance officers and CROs who think in maps, not tables.
Pilot cohort · Five founder-led design partners · Identities under NDA
Founder-led conversations are open for the first five enterprise design partners. The free tier is live today.