Databricks vs Fortinet

Databricks — Infrastructure · Private · $190B valuation · 5 of 5 figures sourced  |  Fortinet — Hardware · Public · $124.8B mkt cap · 4 of 4 figures sourced

Relationship

Unity Gateway and FortiAIGate do comparable work on guardrails and safety; similar scale (public).

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

4 of 12 capabilitiesShared product type

4 of 12 capabilities — Shares data analysis, evaluation and observability, guardrails and safety and 1 more.

Ludbee capability tags · from the product records

Shared product type — Both ship application, infrastructure service and platform.

Ludbee product records

Aligned comparison

FieldDatabricksFortinet
Size$190B valuation$124.8B mkt cap different basis
Employees10,00015,109 Fortinet has 51% more
Founded20132000 13 yrs earlier
StatusPrivatePublic
CategoryInfrastructureHardware
Stack layerAgent platform, Application, Data service, Developer tool, Infrastructure service, Model API, PlatformApplication, Infrastructure service, Platform
HeadquartersSan Francisco, USASunnyvale, USA

Capability overlap

Shared · 4

Data analysisEvaluation and observabilityGuardrails and safetyWorkflow automation

Not verified for Fortinet · 8

Agent orchestrationDocument extractionModel hostingModel inferenceModel trainingPresentation generationKnowledge retrievalVector search

Recorded for Databricks. Fortinet’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Databricks · 2

Data securityThreat detection and response

Recorded for Fortinet. Databricks’s product records say nothing either way — a missing record is not a missing capability.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

Databricks

Application

AI/BIApplication

AI-native business-intelligence product comprising AI/BI Dashboards (AI-assisted dashboard/visualization creation) and Genie Spaces (conversational natural-language exploration of data), built into the Databricks Data + AI Platform with Unity Catalog governance and no per-seat licensing.

Genie OneApplication

AI coworker (the evolution of the earlier Databricks Assistant/Genie) that lets business users ask questions, take action and drive outcomes over enterprise data via natural language, integrating with Slack, Teams, Jira, Google Drive and Salesforce, with mobile apps.

Platform

Databricks AIPlatform

Databricks' tooling for building, fine-tuning, serving and evaluating models and agents on lakehouse data.

Databricks Data + AI PlatformPlatform

Lakehouse platform for storing, governing, querying and sharing enterprise data.

Infrastructure service

Unity GatewayInfrastructure service

Enterprise AI gateway providing centralized cost tracking/budgets, model access (Claude, GPT, Gemini, Grok and others), security/governance (access policies, PII/PHI filtering, audit trails), smart routing and observability across an organization's AI systems.

Fortinet

Application

FortiAI-AssistApplication

AI orchestration platform automating security and network operations: alert triage/investigation, network configuration validation, and threat hunting, integrated across Fortinet's management products.

FortiAI-ProtectApplication

Discovers, controls and governs AI use across enterprise environments: shadow-AI detection (6,500+ AI application URLs), AI-application visibility (FortiView for AI), and AI-workload data-loss prevention.

FortiDLPApplication

Cloud-native data-loss-prevention agent combining machine-learning content/context analysis with a GenAI-powered assistant that summarizes and contextualizes incidents for insider-risk and data-egress protection.

FortiMailApplication

Email security gateway combining machine learning, LLM-based content analysis and image recognition to detect phishing, BEC and other threats across the email lifecycle.

FortiNDRApplication

Uses AI-based behavioural analysis of network traffic to detect lateral movement, data exfiltration and privilege escalation without endpoint agents, sold as on-premises appliances and VMs or as FortiNDR Cloud.

FortiSandboxApplication

Sandbox appliance/service for zero-day and advanced-threat detection, using AI-powered analysis (a purpose-built ML engine plus artificial neural networks) alongside static and dynamic analysis to accelerate verdicts.

Platform

FortiAIOpsPlatform

Applies AI/ML analysis to telemetry from Fortinet network devices to detect pattern anomalies and automate network troubleshooting.

Infrastructure service

FortiAIGateInfrastructure service

A runtime security proxy deployed between applications and LLM endpoints that blocks prompt injection, jailbreaking, model poisoning and excessive-consumption attacks and enforces context-aware data-loss prevention on AI traffic.

No counterpart

Databricks sells these in a stack layer with no product recorded for Fortinet yet — nothing on the other side to compare them against.

Agent platform

Agent BricksAgent platform

A control plane for building, evaluating, governing and monitoring AI agents across proprietary and open-source models, with native MCP support.

Developer tool

Databricks Model TrainingDeveloper tool

A managed service for fine-tuning open-source LLMs or training custom models on enterprise data using dedicated GPU infrastructure.

Data service

Databricks AI SearchData service

A managed hybrid semantic, keyword and vector search service (formerly Mosaic AI Vector Search) with automatic data sync and Unity Catalog governance.

Model API

Databricks Model ServingModel API

A managed endpoint service for deploying and governing classical ML models, generative models and agents from one interface.