Sovereign AI for the public sector.
Inside your network. Off the internet.
StellarBase deploys fully inside your ministry's infrastructure. No internet egress. All LLMs, agents, and workflows run on your hardware. Policy analysis, EU funds oversight, citizen services, legislative drafting — the whole platform, without a single byte leaving your security perimeter.
EU jurisdictionBuilt for networks that can't reach the internet.
The whole platform — ingestion, vector store, LLMs, agents, workflows, admin UI — ships as containers that run in your own data centre. Deployable into classified (air-gapped) environments with no external dependencies.
Deploy once. Disconnect the cable. Everything still works.
Ministries, defence agencies, intelligence services, regulators — any organisation where data cannot cross the internal network boundary. StellarBase runs inside the same subnet as your Epic, your SAP, your document management system.
Delivered as signed data packs. Load once, use forever — no phone-home required.
Twelve silos. Dozens of registers. "No AI" policy.
The typical ministry runs legacy document systems, a handful of registers, email, datové schránky (Czech e-Government inboxes), and relies on paper for inter-ministerial transfer. AI is either forbidden outright or only allowed for trivial use cases because data cannot cross the internet boundary.
The StellarBase answer
Bring the AI inside the perimeter. Everything — LLMs, embedding models, vector stores, agents, workflows, admin UI — runs on your own hardware. Connect to your internal registers, your document system, your datové schránky (Czech e-Government inboxes). Classified workflows stay classified; public-facing workflows stay public. No internet, no exception.
EU Structural Funds oversight — 4,200 beneficiary reports, inside a ministry firewall.
A Managing Authority administers ESF+, ERDF, and Cohesion Fund programmes. Every quarter, 4,200 beneficiaries file progress and financial reports that must be reviewed for eligibility, compliance with procurement rules, double-financing, and indicator achievement — then reported to the EU Commission via SFC2021. All of it stays inside the ministry's classified network.
- —4,200 reports · manually reviewed by 40-person audit unit
- —Every register query is a manual browser tab
- —Fraud indicators applied inconsistently across reviewers
- —"No cloud AI" policy blocks modern tools
- —EU Commission report late · penalties risked
- ✓Reports triaged automatically · auditors review flags only
- ✓Every register lookup done in-workflow
- ✓17 EU fraud indicators applied consistently, every time
- ✓All inside the ministry network · air-gap safe
- ✓SFC2021 export generated at the end of every quarter
Ingest reports + load internal corpora (offline)
Reports flow from the document system via internal connector. EU legal corpus and the Czech Collection of Laws (Sbírka zákonů) are loaded as signed offline packs — no phone-home. Czech state registers (ARES, Arachne mirror, VVZ) connect via internal network only.
Encode the audit rulebook into specialist agents
Each specialist is a prompt that encodes the regulation + the Czech national implementing rules + the department's audit practice. When the agent flags something, it cites the exact article — auditors can verify instantly.
"Check: eligibility of expenses per CPR Art. 63-67, indicator achievement against OP commitments, target group composition, double-financing against national register, publicity requirements (Art. 50). Cite the specific article + paragraph for every flag."
"Apply Czech Public Procurement Act (Zákon č. 134/2016 Sb.) thresholds. Verify tender publicity, competitive dialogue correctness, conflict of interest declarations, split-contract detection. Cross-reference with the Public Procurement Gazette (Věstník veřejných zakázek) for advertised tenders."
"Apply 17 EU fraud-risk indicators (Arachne-style). Flag patterns: common beneficiary addresses, unusual invoicing patterns, related-party transactions, price outliers, indicator gaming. Route HIGH flags to investigator."
PII anonymization + local fraud model
StellarGate runs inside the ministry network. Every beneficiary name, rodné číslo (national personal ID), IČ (company registration number), and personal address is replaced with a reversible token before an LLM sees the prompt. Your fraud-indicator model (trained on historical Arachne data) plugs in as a callable tool.
The review workflow
Compliance register + SFC2021 export
nightly| ref | programme | beneficiary (tokenized) | lang | amount | flag | issue | cite |
|---|---|---|---|---|---|---|---|
| BF-2026-01142 | ESF+ | NGO Pomoc · Praha 4 | cs | € 284,500 | HIGH | Double financing suspected | CPR Art. 63 |
| BF-2026-01210 | ERDF | Město Ostrava | cs | € 1,450,000 | MED | Procurement threshold unclear | Zák. 134/2016 §27 |
| BF-2026-01355 | CF | ŘSD ČR | cs | € 8,900,000 | MED | Indicator achievement lagging | OP TAK §4.2 |
| BF-2026-01422 | ESF+ | TJ Sokol · Karlovy Vary | cs | € 45,200 | LOW | Publicity requirements partial | CPR Art. 50 |
| BF-2026-01508 | Interreg | Grenzregion e.V. | de | € 178,300 | LOW | Timeline deviation · minor | Programme §3.1 |
Auditors review · agents cite statute
Why double-financing? The two projects have different registration numbers.
Same activity ("Digital Skills" training, 45h), same target group (seniors 65+), same period (Q2 2026), same entity (matched by IČ — company registration number — in the ARES register). The two projects use different registration numbers, but CPR Art. 63(2) defines double-financing at activity level, not at registration-number level. The second project is funded by IROP. Recommend opening an audit verification.
"Expenditure shall not be supported by the Funds if it has been supported by another Union financial instrument for the same operation. The same expenditure shall not be declared twice for support from the Funds or from another Union instrument."
Extend — same platform, different administrative workflow
Same platform handles the next political cycle. Beneficiary notifications. Public consultations. Draft legislation. Litigation support. Nothing extra to deploy.
Beneficiary notifications
Agent drafts standardised letters (in Czech) when reports need clarification. Administrative court-safe language, referenced to specific articles.
Public consultation analysis
New regulation open for comment? Agent reads all 15,000 citizen responses, clusters themes, drafts minister's reply acknowledging each cluster.
Legislative drafting
Describe the policy goal. Agent drafts text referring to existing legislation in the Czech Collection of Laws (Sbírka zákonů), flags conflicts with existing rules, prepares RIA sections.
Litigation preparation
Administrative case brought against the ministry. Agent assembles the full decision history, cited regulations, and precedent — ready for the legal department.
Eight primitives. Every administrative workflow.
The funds-oversight workflow used eight primitives. The same primitives combine for citizen services, FOIA, policy drafting, inter-ministerial coordination, audit preparation.
Ministry-wide knowledge base
Every decree, every consultation, every closed case, every internal memo. Indexed, searchable, cross-lingual. All inside your own network.
Policy-specialist agents
Agents per domain — public procurement, social affairs, environment, justice. Each encodes the department's rule set and senior official's judgment.
Connect national registers
Czech state registers (ARES, RŽP, RPDP, katastr), datové schránky (e-Gov inboxes), Arachne (EU). Connectors for every public data source — all inside your security perimeter.
Deterministic workflows
Same review rules applied every time. Auditable by internal control, NKÚ (Czech Supreme Audit Office), EU Commission, ombudsman — full audit trail.
Structured reports
Outputs in SFC2021, FIDIC, national reporting formats. Export-ready for EU Commission, Court of Auditors, or parliamentary enquiry.
Inter-agency collaboration
Cross-ministry workflows with strict data-sharing rules. Federal Bases with classification-based access.
Citations to statute
Every recommendation cites the regulation, article, paragraph. Czech Public Procurement Act (Zákon č. 134/2016 Sb.) §56 (4) — exact, verifiable, audit-grade.
Air-gap by default
Zero internet egress. All LLMs local. All connectors internal. Deployable inside classified networks (NBU-certifiable).
Same platform. Every administrative process.
FOIA / 106/1999 requests
Agent drafts the scope search, redacts personal data per GDPR + state-secrecy act, produces the requestor-ready packet with provenance.
Regulatory impact assessment
RIA templates, cost estimation from state register data, stakeholder impact analysis. Every line cited to a data source.
Inter-ministerial coordination
Policy circulated for comment between departments. Agent tracks positions, flags conflicts, drafts the consolidated version.
Citizen-service automation
Frontline staff ask agents for the current rule / process / precedent — no more "let me escalate to the senior clerk".
Inside your network. Nothing goes out. Ever.
The full platform ships as signed container images + offline data packs. Deploy into Kubernetes, bare metal, or VMware. Disconnect the internet cable — StellarBase keeps running.
Air-gapped
Zero egress. All LLMs, all models, all connectors, all data — inside the ministry perimeter. For classified workloads.
On-prem (connected)
Runs in your DC but the ministry WAN allows controlled egress for specific public registers (e.g. ARES).
Hybrid citizen-facing
Sensitive admin workflows air-gapped; public-facing citizen services on a DMZ-connected instance. Unified UX.
Sovereign AI. Inside your firewall.
Pilot deployments for ministries, regulators, and public agencies. Procurement-friendly terms · NBU alignment · in-Czech-Republic supplier.