Stop guessing
the future.
Query it.
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.
Regulated firms face an impossible choice.
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.
ChatGPT &
LLM wrappers
Hallucinate without warning. No manifest, no reproducibility, no chain of evidence. Internal trials are banned within weeks; shadow AI proliferates anyway.
Bloomberg &
data feeds
$30K per seat. Magnificent at showing what happened. Zero probabilistic inference. Your analysts read the news; they don’t generate forecasts you can defend.
Palantir &
specialist AI
$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.
Build it
internally
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 2026DEINO is built for the regulator-defensibility constraint — from crate one.
Four 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.
Precision
Probabilistic forecasts in a four-layer versioned ontology. Not point predictions. Not vibes.
Audit
Every output ships with a complete manifest. Reproducible exactly, years later, by an auditor you’ve never met.
Depth
Twenty-five A2A agents. Five ensemble sister-LLMs. A 19-crate Rust core. Not another wrapper.
Transparency
Rust-native. BYO LLM keys. Open core at V3. Your audit history stays yours.
Six commercial products.
One ontology.
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.
Living Map
Real-time view of four ontological networks. Every node versioned, every change traceable.
Drift Alerts
Webhooks fire when profile axes cross your threshold. The killer trigger for production AI.
Backtest Forensics
Reproduce any past GNL state, exactly. Hand the auditor the manifest. They audit every step.
Path Queries
Cross-domain graph traversal. Trace influence and ownership across actors, companies, governments.
Custom Axes
Plug in your own profiling agent. Codify your firm’s methodology. Highest lock-in.
Risk Maps
Geo-sectoral risk visualization. For compliance officers and CROs who think in maps, not tables.
Trusted by leaders in finance, insurance, and the public sector
Pilot cohort · Five founder-led design partners · Identities under NDA
Frequently asked questions.
The short answers to what DEINO is, how it differs from a wrapper, and what is available today.
What is DEINO?
DEINO is auditable oracle infrastructure for regulated AI. It produces probabilistic forecasts about people, markets, and governments, and attaches a complete, reproducible audit manifest to every output so the answer can be defended to a regulator. It is Rust-native and you bring your own LLM keys. DEINO is pre-revenue and building the proof-of-concept.
How is DEINO different from an LLM wrapper like ChatGPT?
An LLM wrapper returns text with no manifest, no reproducibility, and no chain of evidence. DEINO grounds forecasts in a versioned four-layer ontology, runs an ensemble of sister-LLMs synthesized into one calibrated distribution, and ships an audit manifest with every output that can be reproduced exactly, years later.
Does DEINO host the LLM, or do I bring my own keys?
You bring your own LLM keys. DEINO is provider-agnostic infrastructure built from crate one in Rust; it orchestrates and audits the inference rather than locking you into a specific model. Your audit history stays yours, and the core is planned to open at V3.
Is DEINO available today, and what does it cost?
DEINO is pre-revenue and building its proof-of-concept. A free tier is live today, and founder-led conversations are open for the first five enterprise design partners. We do not publish enterprise pricing at this stage.
Query the future.
Defend the answer.
Founder-led conversations are open for the first five enterprise design partners. The free tier is live today.