# Cernari — Operational Intelligence Engine

> Cernari is a conversational, proactive operational intelligence layer
> that sits on the data foundation an enterprise already has — Microsoft
> Fabric, Snowflake, Databricks or BigQuery. It speaks where work happens
> (Teams, WhatsApp, a private web assistant) and surfaces what matters
> before it has to be asked.

Tagline: **See what matters.**

## What Cernari is

Cernari is **one intelligence engine** with **six vertical products**:

- **Lognari** — Logistics Intelligence (fleet, route, fuel, border, AETR, margin).
- **Netnari** — Telecom & Network Operations Intelligence (NPS, fiber, ITIL, incident clustering).
- **Skolnari** — Global Education Intelligence (early warning, outcome gaps, payments).
- **Shiftnari** — Staffing & Housing Intelligence (occupancy, payroll, sickness, margin drift).
- **Fieldnari** — Field Force & Pharma Commercial Intelligence (rep activity, territories, quota).
- **Civicnari** — NGO & Association Intelligence (donors, volunteers, campaigns, compliance).

All six share one intelligence layer and five primitives.

## The five primitives

1. **Ask** — Natural-language questions across operational systems, with source + table + last refresh citations.
2. **See** — Patterns, anomalies, trends and quiet risks surfaced proactively (no dashboard interpretation needed).
3. **Act** — Route to Teams, WhatsApp, or trigger a workflow. Human-in-the-loop where it counts.
4. **Remember** — Business glossary, table definitions and tribal knowledge as queryable memory.
5. **Govern** — Permissions, audit log, source citation, confidence score, data lineage.

## Where Cernari fits vs adjacent tools

| Tool | Their job | Cernari's job |
|---|---|---|
| **Glean** | Enterprise search over documents, Slack, drives, wikis. | Proactive signals on time-series **operational** data. |
| **Hebbia** | Multi-step research over unstructured knowledge. | Continuous watch over **structured operational systems** — patterns, not reports. |
| **Snowflake Cortex** | In-warehouse LLM building blocks for analysts. | Vertical product, ops-tuned, multi-platform (Fabric / Databricks / BigQuery / Snowflake). |
| **Microsoft Copilot for Fabric** | Conversational interface inside Power BI / Fabric. | Cross-system memory, proactive layer, Teams + WhatsApp native — not workspace-bound. |
| **ThoughtSpot** | Search bar over a semantic model. | Agent-based, proactive — surfaces what you would not have searched for. |

Cernari is compatible alongside any of these — it adds the **proactive, cross-system, operational layer** they don't.

## Data foundation

Cernari connects to the semantic model you already have:

- Microsoft Fabric (OneLake · Lakehouse · Semantic Model) — featured / native
- Snowflake (Data Cloud · Cortex-compatible)
- Databricks (Lakehouse · Unity Catalog)
- Google BigQuery (Dataform)
- AWS Redshift (Lake Formation)
- Custom Postgres / Trino — bring your own warehouse

Source systems: AFAS, Plan4Flex, Easyflex, Tigris, Workday, SAP, Oracle HCM, Logo, WhatsApp, Teams, Excel/SharePoint, CSV/SFTP.

## Deployment models

- **Starter — SaaS Cloud** · hosted multi-tenant · up to 5 systems · Teams + WhatsApp + Web · audit log + citation · annual contract.
- **Dedicated tenant — Private Cloud** · isolated · SSO/SCIM · confidence + lineage · onboarding + quarterly review · enterprise SLA.
- **Sovereign — On-prem / Hybrid** · air-gapped option · customer-managed cluster · bring-your-own-LLM · dedicated SRE.

## Trust + governance

- Source citation on every answer (system, table, last refresh).
- Confidence score per answer (governance, lineage, data freshness).
- Audit log, role-based permissions, SSO/SCIM.
- Air-gapped + sovereign deployments available.
- GDPR-aligned; EU-resident data optional.

## Built by

Cernari is a product by **Turkay** — Bratislava, Slovakia. The team has been deploying enterprise data + AI platforms (Microsoft Fabric, Power BI, Snowflake, Databricks) for staffing, logistics and workforce-heavy operations across NL, BE, DE, TR.

- Website: https://cernari.com
- Parent: https://turkay.eu
- Contact: info@cernari.com · WhatsApp +421 915 455 756

For full context see /llms-full.txt.