Auditable Oracle Infrastructure·EU AI Act · Q3 2026
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, built from crate one for the regulated firms that have to defend every AI decision they ship.
// Regulator-defensible by design. Not a wrapper.
Built by those who ship Rust
The same code powering DEINO's production systems. Not a wrapper — the real thing.
- 19 Rust crates
- 25 A2A agents
- 4 GNL networks
- 100% reproducible
- BYO LLM keys
- Audit manifest on every output
The Bind
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.
OPTION 01
ChatGPT &
LLM wrappers
Hallucinate without warning. No manifest, no reproducibility, no chain of evidence. Internal trials are banned within weeks; shadow AI proliferates anyway.
- NO MANIFEST
- NON-DETERMINISTIC
- COMPLIANCE-BANNED
OPTION 02
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.
- NO INFERENCE
- $30K / SEAT
- DESCRIPTIVE
OPTION 03
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.
- $5M ENTRY
- 12-MONTH DEPLOY
- LOCK-IN
OPTION 04
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.
- 18–24 MONTHS
- $2M+ BURN
- 50% MORTALITY
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.
The Fourth Option
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.
PILLAR · 01
Precision
Probabilistic forecasts in a four-layer versioned ontology. Not point predictions. Not vibes.
PILLAR · 02
Audit
Every output ships with a complete manifest. Reproducible exactly, years later, by an auditor you've never met.
PILLAR · 03
Depth
Twenty-five A2A agents. Five ensemble sister-LLMs. A 19-crate Rust core. Not another wrapper.
PILLAR · 04
Transparency
Rust-native. BYO LLM keys. Open core at V3. Your audit history stays yours.
19
Rust crates
25
A2A agents
4
GNL networks
100%
Reproducible
Products — six on one ontology
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.
● LIVE · V2/V3 build stages noted per product.
Who it's for
A specific answer for every stakeholder
From the CTO picking infrastructure to the compliance officer who defends it — one platform, one ontology.
CTO
Rust-native infrastructure you can defend in architecture review. BYO LLM keys. No vendor lock-in.
Portfolio manager
Probabilistic forecasts, not vibes. Drift Alerts fire before the thesis breaks.
Risk officer
Every output traceable to its inputs. Reproducible years later by an auditor you've never met.
Compliance officer
Audit manifest on every output. EU AI Act-ready. Sovereign deployment optional.
Why different
Wrappers describe the past.
DEINO queries the future.
Three ways regulated firms try to use AI — and where each one breaks.
| LLM wrappers | Palantir | DEINO | |
|---|---|---|---|
| Probabilistic forecasts | no | no | yes |
| Audit manifest per output | no | partial | yes |
| Reproducible years later | no | no | yes |
| Open core at V3 | no | no | yes |
| BYO LLM keys | partial | no | yes |
| Rust-native core | no | no | yes |
| Cost below $5M entry | yes | no | yes |
| EU AI Act-defensible | no | partial | yes |
Enterprise
Sovereignty, audit, and a deployment your legal team signs off on.
Sovereign deployment (LATAM/EU/on-prem). BYO LLM keys. Full Backtest Forensics retention. Custom Axes at V2/V3. Founder access for the first five design partners.
Security
Rust-native. BYO LLM keys. No training on your data.
Compliance
EU AI Act-ready. Audit manifest on every output.
Sovereignty
Self-host on-prem or in-region. Your data never leaves.
Audit
Every output reproducible exactly, years later.
By the numbers
Built deep, not built fast.
DEINO is pre-revenue, building the proof-of-concept. Figures describe the architecture, not yet a deployment. Verify against your case in a demo.
19
Rust crates in the core workspace
25
A2A agents in the ensemble
100%
Reproducible — every output carries a manifest
Start today
Stop guessing.
Start querying.
The free tier is live today. Founder-led conversations are open for the first five enterprise design partners.
Pricing
Three tiers. No surprises. Audit manifest in every tier.
Start free. Scale to Pro when your team grows. Move to Enterprise when you need unlimited capacity, Custom Axes, sovereign deployment, and a dedicated CSM.
DEINO is pre-revenue, building the POC. Intended pricing — verify in conversation. BYO LLM keys; inference is yours to optimize.
No card required for Free · Cancel Pro anytime · Enterprise is something you build, not something we quote
$0
Free tier
$1.5K
Pro / month
$250K
Enterprise / yr
Every tier
Audit manifest
Evaluate
Free
Evaluators, developers, researchers. Zero commitment.
$0
free forever
No card requiredWhat's included:
- ✓100 API calls per month
- ✓Read-only ontology access
- ✓Sample audit manifests
- ✓Community support (Discord)
- ✓Public documentation
Adopt
Pro
Analysts, risk teams, funded startups. Department-budget-friendly.
$1,500
per month
Most popularEverything in Free, plus:
- ✓10,000 API calls per month
- ✓50 Drift Alert subscriptions
- ✓100 active HOT nodes
- ✓30-day Backtest Forensics window
- ✓Email support (24h SLA)
- ✓Multiple seats (up to 5)
Expand
Enterprise
Banks, funds, intelligence firms, compliance teams. Annual contract.
From $250K
per year
Everything in Pro, plus:
- ✓Unlimited API calls
- ✓Unlimited Drift Alerts & HOT nodes
- ✓Full Backtest Forensics retention
- ✓Custom Axes (V2/V3)
- ✓Path Queries — 6-hop traversal
- ✓Dedicated CSM & 99.9% SLA
- ✓SSO (SAML, OIDC, Okta, Azure AD)
- ✓Sovereign deployment (LATAM/EU/on-prem)
Why $1,500/mo for Pro
The platform is the unit of value — not the seat.
Pro unlocks 10,000 API calls, 50 Drift Alert subscriptions, 100 active HOT nodes, and a 30-day Backtest Forensics window. One department-budget line, not per-seat metering. BYO LLM keys keep inference cost yours.
Land with Pro, expand to Enterprise when Custom Axes and sovereign deployment are on the table.
How teams grow into DEINO
From a free tier to sovereign deployment
Four stages — and you only pay Enterprise when the work already demands it.
This is land-and-expand — the pricing is built for it.
Evaluate
Free
100 API calls. Verify the audit manifest format and API design.
Adopt
Pro
Department adopts. Drift Alerts in production, Forensics on a 30-day window.
Expand
Enterprise
Org-wide. Custom Axes, sovereign deployment, founder access.
Sovereign
On-prem
Self-host in-region. Your data never leaves. Your audit history stays yours.
Why Pro pays off
What actually changes
No invented dollar figures — the savings are in capacity, retention, and the audits you stop failing.
API calls / month
Without
100 on Free
With Deino
10,000 on Pro
Saving
100×
Drift Alert subscriptions
Without
None on Free
With Deino
50 on Pro
Saving
Production
Active HOT nodes
Without
5 on Free
With Deino
100 on Pro
Saving
20×
Backtest Forensics window
Without
None on Free
With Deino
30 days on Pro
Saving
Auditable
DEINO is pre-revenue, building the POC.
Security you can put in front of legal.
Rust-native. BYO LLM keys. No training on your data. Sovereign deployment optional. Audit manifest on every output — Free, Pro, and Enterprise.
- ✓Rust-native core — memory-safe by construction
- ✓BYO LLM keys — your inference, your bill, your history
- ✓No training on your data
- ✓Sovereign deployment — LATAM, EU, or on-prem
- ✓Audit manifest on every output
- ✓SSO (SAML, OIDC, Okta, Azure AD) on Enterprise
No lock-in, no surprises
- Free tier is live today
- BYO LLM keys — no inference lock-in
- Cancel Pro anytime
- Export your audit history anytime
- Open core at V3
FAQ
Frequently asked questions
Everything you need to know before getting started.
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?+
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. Pro is $1,500/mo; Enterprise starts from $250K/yr with stacked concessions down to a $200K floor.
What does BYO LLM keys mean for cost?+
You bring your own Anthropic, OpenAI, Mistral, or local LLM keys. The LLM bill goes directly to you from your provider. DEINO pricing is for the platform — inference, ontology, agents, audit manifests — not the LLM tokens.
Is there a free trial of Enterprise?+
Yes, in two forms. First: the Free tier lets your engineers verify the audit manifest format and API design. Second: a paid 3-month pilot at $50–100K with full Enterprise features, with conversion to annual contract at month 3.
Can we negotiate below $200K?+
Below $200K Enterprise requires founders' approval and is reserved for strategic relationships (design partners, regional anchor customers). For most Enterprise deals, $200K is the floor with all stacked concessions.
What's the auto-renewal policy?+
12-month auto-renewal with 60-day notice to cancel. Customers can exit anytime with 60 days written notice. Data export is guaranteed. No clawback of fees paid.
Start at zero
Query the future.
Defend the answer.
Founder-led conversations are open for the first five enterprise design partners. The free tier is live today.
- Free tier live today
- BYO LLM keys
- Audit manifest on every output