Databricks vs Invisible Technologies

Databricks — Infrastructure · Private · $190B valuation · 5 of 5 figures sourced  |  Invisible Technologies — Application · Private · $144M raised · 2 of 2 figures sourced

Relationship

Agent Bricks and Synapse both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (private).

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

5 of 12 capabilitiesShared product type

5 of 12 capabilities — Shares agent orchestration, data analysis, evaluation and observability and 2 more.

Ludbee capability tags · from the product records

Shared product type — Both ship agent platform, data service and platform.

Ludbee product records

Aligned comparison

FieldDatabricksInvisible Technologies
Size$190B valuation$144M raised different basis
Employees10,000—
Founded20132015 2 yrs later
StatusPrivatePrivate match
CategoryInfrastructureApplication
Stack layerAgent platform, Application, Data service, Developer tool, Infrastructure service, Model API, PlatformAgent platform, Data service, Platform
HeadquartersSan Francisco, USASan Francisco, USA match

Capability overlap

Shared · 5

Agent orchestrationData analysisEvaluation and observabilityGuardrails and safetyWorkflow automation

Not verified for Invisible Technologies · 7

Document extractionModel hostingModel inferenceModel trainingPresentation generationKnowledge retrievalVector search

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

Not verified for Databricks · 1

Data labelling

Recorded for Invisible Technologies. 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

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.

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.

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.

Invisible Technologies

Agent platform

AtomicAgent platform

Documents and automates manual business workflows: maps how work actually gets done, then runs every step automatically, routing to the right AI system or person and enforcing quality checks.

AxonAgent platform

Deploys agents that carry out multi-step work with tool use and an audit trail.

Platform

SynapsePlatform

Evaluates AI systems for quality, safety and accuracy against criteria a customer defines.

Data service

Invisible AI TrainingData service

Recruits and manages experts who produce training data, evaluations and reinforcement-learning environments for AI labs.

MeridialData service

Network of 24,000+ vetted domain experts, continuously screened and organized by skill, language and domain expertise, for AI data labeling, testing and edge-case handling.

NeuronData service

Data platform that pulls messy, scattered data from across a company's systems into one governed place, automatically cleaning and organizing it into an AI-ready foundation.

No counterpart

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

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.

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.

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.

Model API

Databricks Model ServingModel API

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