Enterprise AI product patterns and operational control context

Products

Xenith products: AI systems that sit above your system of record

Nine production wedges for sortation, plants, yards, newsrooms, and regulated back offices, plus Nownce for human presence. Each is scoped and deployed inside your data and compliance boundary.

Nownce human presence verification context
Human PresenceXenqube Product

Nownce

Proof that a human is here.

Full software built by Xenqube: private presence checks without CAPTCHA puzzles or identity papers. Short-lived Human Badges for signups, comments, drops, and high-risk actions.

View product nownce.xenqube.com

Production wedges

Xenith Sort capability context
Production Pattern
Industrial AI

Xenith Sort

The reasoning layer above parcel sortation control.

Xenith Sort sits above warehouse control and dimensioning systems for CEP hubs and 3PLs. It ingests scan, chute, DWS, WMS, and PLC signals; runs no-read recovery, revenue leakage checks, and an ops copilot with tool-grounded answers. Physical and billing actions route through human approval. Shadow Mode logs recommendations before any write path.

  • No-read recovery queue with OCR hooks and re-induct recommendations
  • Revenue leakage engine: DWS × WMS × rate cards with billing correction proposals
  • Ops copilot: natural-language Q&A with citations from live hub signals
Per-hub subscription or outcome-linked engagementDetails
Xenith Twin capability context
Production Pattern
Industrial AI

Xenith Twin

Multi-plant cell twins operators can act on, fed by live OPC-UA and MQTT.

Xenith Twin is an Asset Administration Shell desk for discrete manufacturing: factory → line → cell with live protocol feeds, historian, alarms, and signed operator writes. Identity-stable assets, OPC-UA/MQTT ingestion, and auditable action loops. Demo plants ship simulated; production hardening swaps connectors without changing asset IDs.

  • Multi-plant catalog with BaSyx-style AAS shells
  • OPC-UA CNC/robot and MQTT line ingestion
  • OEE and live state from equipment, not spreadsheets
PoC → pilot → plant rolloutDetails
Xenith Yard capability context
Production Pattern
Industrial AI

Xenith Yard

In-plant rail logistics with deterministic detention clocks.

Xenith Yard targets steel and heavy-industry rail yards: rake lifecycle, yard map, demurrage defense dossiers, and track intrusion alerts. Financial and safety decisions stay in rules and sensors; language models summarise and draft, they do not own the clock. Documented PoC maturity with a production hardening roadmap.

  • Real-time rake lifecycle and yard map
  • Demurrage dispute dossiers with immutable timestamps
  • Interactive shunt planning with human confirm
Plant PoC → phased industrial rolloutDetails
Xenith Spatial capability context
Production Pattern
Industrial AI

Xenith Spatial

Cameras to living twin to human-approved action.

Xenith Spatial unifies computer vision, a spatial data model, and HITL optimization on existing plant and warehouse cameras. Land with vision-lite incident reduction; expand into predictive twin and optimizer tiers when pilots prove signal quality. LLMs do not route forklifts; rules and approvals do.

  • Tier 1: PPE, near-miss, and intake audit from CV
  • Tier 2: Spatial twin freshness and predictive alerts
  • Tier 3: Optimizer proposals with approval gates
Vision-lite pilot → tier expansionDetails
Xenith Desk capability context
Production Pattern
Media Intelligence

Xenith Desk

Newsroom package factory: the desk system stays authoritative, output multiplies.

Xenith Desk integrates with broadcast systems of record (iNEWS-class desks stay authoritative). One long-form ingest becomes governed drafts for TV, YouTube, Shorts, Reels, CTV, audio, and social: different cuts per format, one review pass. Optional companion path for shared multilingual live translation tracks.

  • Story detect → desk → draft → approve → publish packages
  • Multi-format repackaging with format-specific edit logic
  • Competitor and signal feeds with editorial gates
PoC → newsroom rollout engagementDetails
Xenith Agents capability context
Production Pattern
AI Agents

Xenith Agents

Scoped multi-step workflows with human gates on irreversible steps.

If your team runs the same multi-step process every week, an agent can own most of it. Xenith Agents are scoped autonomous workflows: we design the logic, build the integrations, test in staging, and hand over a working system with gates on irreversible steps.

  • Multi-step reasoning that covers edge cases and exception paths
  • Tool use across your stack: CRM, databases, APIs, email, calendar
  • Human-in-the-loop controls that escalate when the agent confidence is low
Custom engagementDetails
Xenith RAG capability context
Production Pattern
RAG Systems

Xenith RAG

Hybrid retrieval over private documents, with citations you can check.

Xenith RAG connects private document collections to an LLM through hybrid retrieval (BM25 plus dense vectors), reranking, and span-level citations, with retrieval quality measured on questions your experts wrote. We ingest the corpus, index access rules as metadata, tune recall against the golden set, and hand over a running system with re-indexing jobs and a quality dashboard. Runs in your VPC or on-premise when the corpus cannot leave.

  • Hybrid search combining vector similarity and BM25 keyword for best of both worlds
  • Cross-encoder re-ranking for precision that basic RAG can't match
  • Multi-format ingestion: PDF, Word, HTML, Notion, Confluence, SharePoint
Custom engagementDetails
Xenith Private AI capability context
Production Pattern
Private AI

Xenith Private AI

Open-weight LLM stack inside your VPC or air-gapped network.

Xenith Private AI is an open-weight inference stack (vLLM, Llama 3 or Qwen class models, BGE embeddings) deployed inside your VPC or air-gapped network for legal, banking, healthcare, and defence data that cannot leave the perimeter. A model gateway with per-team keys, quotas, and prompt logging fronts the stack; agents, RAG, and assistants connect through it without code changes. Architecture is mapped to SOC 2 and HIPAA controls; your auditors own the certification.

  • Full Xenith stack on your servers. Nothing phones home.
  • Air-gapped operation supported, works with no internet connection
  • Open-source LLMs (Llama, Mistral, Qwen) deployed and optimised for your hardware
Enterprise engagement - talk to usDetails

More patterns

Capabilities that ship inside Xenith RAG, Agents, or Private AI engagements, plus items in active build or on the roadmap. Status shown per entry.

Product FAQ

What are Xenith capabilities?

Xenith is a catalog of production patterns we deploy for clients: assistants, agents, LLM platforms, RAG, voice, vision, private AI, Seal (audit/proof layer), and the Intelligence Suite modules. Nownce is our human-presence product for private bot gates without CAPTCHA or KYC. Each engagement is scoped into your environment as a delivery project.

Can Xenqube systems be deployed on-premise?

Yes. Xenith Private AI patterns cover VPC and air-gapped deployments for regulated stacks, with HIPAA/BAA-aware and SOC 2-aligned controls designed into architecture. Your org still owns certifications and ATO processes.

How do I get started?

Request an Architecture Brief or take the free AI Readiness Assessment. We map your use case, confirm fit, and outline a deployment plan - no self-serve trial required.