Sovereign-FM models
Proprietary multi-model family — ML embeddings, SLM, LLM, MLLM, code, and multilingual roles under one governed catalog.
Sovereign LLM WorkBench
Sovereign LLM WorkBench
Sovereign LLM WorkBench ships the proprietary Sovereign-FM multi-model program — governed ML, SLM, LLM, and MLLM members for confidential documents, grounded Q&A, and unified assurance without sending data to public cloud AI.
*Reference pilot metrics — live on your deployment
Regulated teams need AI speed — but client IP, PHI, and classified material cannot leave the perimeter.
Analysts reach for public chatbots while contracts and regulators demand zero egress.
No citations, no audit trail, no acceptable-use enforcement — manual PDF search does not scale.
Per-token cloud bills grow with every analyst; air-gapped sites pay twice.
Separate RAG tools, report writers, and governance spreadsheets — none integrated with SSO or RBAC.
One workbench: ingest, ask, deliver, and prove — on hardware you control.
Proprietary multi-model family — ML embeddings, SLM, LLM, MLLM, code, and multilingual roles under one governed catalog.
Multi-turn chat with hybrid search, reranking, and source citations from your knowledge base.
DOCX/PPTX executive decks and Mermaid/PlantUML architecture visuals from natural language.
25+ offline GRC frameworks, OWASP LLM, EU AI Act workflows, and unified assurance scoring.
Cursor and VS Code via MCP — sovereign code assist without cloud API keys in the editor.
Plans, SSO (SAML/OIDC), API keys, usage ledger, and enrollment for teams.
Governed playbook, 19-agent roster, STRIDE/design review, orchestrator, evidence replay, and continuous validation — CPA/CVA/XDR only via API key.
Next-gen continuous validation for DefenAi CyberShield platforms — planning and governed execution on your infrastructure, not public cloud attack AI.
Runtime APIs accept CPA, CVA, and XDR callers only — X-CyberShield-Platform, product headers, and customer API keys. No anonymous exploit synthesis.
Ten assessment modes, red/blue/purple team exercises, governed payload templates, and RoE-aware planning via GET /assist/ai-pentest/playbook.
STRIDE threat modeling, design review, business-logic abuse paths, and LLM-appsec review — POST /assist/ai-pentest/stride and related next-gen endpoints.
Policy-gated execution plane, adaptive orchestrator, evidence store with replay, and continuous validation schedules — integrated with CyberShield CPA proxy routes.
Live capability catalog CyberShield CPA →
Status: GET /assist/ai-pentest/status · MCP: sovereign_ai_pentest
A governed multi-model stack — not a single all-purpose weight — with in-jurisdiction fine-tune in India / Maharashtra (IN-MH).
Dedicated members for ML (embeddings), NL (RAG), SLM, LLM, MLLM vision, code, reasoning, and multilingual roles — routed by capability.
Train and register adapters on maharashtra-dc-01 with jurisdiction attestation, approve/deploy workflow, and runtime enforcement that blocks cloud LLM hosts.
Program IP covers catalog, routing, registry, and customer-trained lineage. Open-weight bases run until your in-jurisdiction fine-tunes replace inference tags.
GET /capabilities/foundation-models · GET /governance/maharashtra-finetune · Enterprise ML registry for approve and deploy.
Sovereign-FM routing, grounded answers, and audit-ready deliverables in one pipeline.
Built for defense, BFSI, healthcare, government, and any org blocking public ChatGPT.
| Scenario | Outcome | Modules |
|---|---|---|
| Maharashtra / gov DC fine-tune | IN-MH attested Sovereign-FM adapters on your GPU | Sovereign-FM · Enterprise ML |
| Internal policy & compliance Q&A | Sourced answers in minutes, audit-ready | RAG · Portal · Audit |
| Consulting / client confidentiality | Zero document egress; faster exec summaries | Reports · Air-gap · API keys |
| Air-gapped government lab | AI assist with web features disabled | Offline mode · Sovereign-FM catalog |
| Developer productivity (sovereign) | IDE chat without cloud API keys | MCP · Cursor · VS Code |
| CyberShield CVA continuous validation | Governed AI pentest planning + evidence on-prem | CVA runtime · CPA proxy · XDR |
Pilot metrics from sovereign deployments — customize with your logos and signed quotes.
0 egress incidents · ~40% faster first-draft summaries · full audit log for partners.
Median answer time under 5 minutes with citations; silent when context is insufficient.
Full workbench offline after model install; web scrape and search disabled by policy.
98% unified assurance composite · IEC 62443 frameworks · OT deploy templates.
In-jurisdiction QLoRA jobs on maharashtra-dc-01 with registry lineage in_jurisdiction_qlora_IN-MH and runtime allowlist enforcement.
100% workbench runtime · 19 specialist agents · governed execution plane · CPA proxy integration · refusal guardrails for payload/C2 synthesis.
Evidence auditors and CISOs can trust — including model sovereignty and Sovereign-FM attestation.
Composite scoring across security, AI trust, and operational readiness at /governance/assurance.
Tier-3 IN-MH program, approved catalog enforcement, and /governance/maharashtra-finetune status.
NIST AI RMF, ISO 42001, OWASP LLM Top 10, EU AI Act, IEC 62443, and 20+ industry packs.
From laptop pilots to SSO-backed enterprise deployments. Full pricing & purchase →
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Deep dives for technical evaluators and procurement teams.
Sovereign-FM routing, AI stack assessment, and feature matrix on your deployment.
Open capabilities →Print-ready summary for executives — problem, solution, case studies, editions.
View one-pager →Tiered instance matrix for 0–50 user deployments and latency targets.
View sizing →Full browser deck for stakeholder briefings and pilot proposals.
Open deck →Government employee AI training catalog and hands-on prompt labs.
Explore training →Data handling, retention, and consent for portal accounts.
Read policy →Start a free pilot on your laptop or private server in under an hour. No cloud API keys required.