AI OrbitExplore • Compare • Stay Ahead
Data & Analytics Source verified Active

Mosaic AI

by Databricks •Enterprise AI Platforms

Databricks AI platform for building, evaluating, governing and serving enterprise models and agent systems.

PricingUsage-based Profile coverage86% PlatformsCloud CompanyDatabricks
COMMUNITY RATING Rate Mosaic AI Be the first to share a community rating.
Tap a star to rate instantly
Overview

What is Mosaic AI?

Mosaic AI is the Databricks AI platform for developing, evaluating, governing and serving machine-learning, foundation-model and agent workloads on enterprise data. It includes model serving, Foundation Model APIs, agent tooling, AI governance and monitoring features integrated with Unity Catalog and the Databricks Data Intelligence Platform. Databricks prices the platform primarily through pay-as-you-go compute and service usage rather than a single fixed per-seat AI subscription.
Best for
Data AnalysisBusiness Intelligence
Decision intelligence

AI Orbit decision brief

A compact reading of the recorded evidence, editorial review signals and comparison data for Mosaic AI.

Why it stands out

Recorded strengths

API access

Verified profile evidence records API access for this tool.

Source-backed capability Source
Capabilities0/4 verified
Use-case fit0/2 verified
Pricing evidence2/2 plans checked
Verified sources5
Benchmarks1 verified
Comparisons1 published

Built from AI Orbit's recorded profile data. Unknown product facts are not inferred.

Capabilities

Features & use cases

Core capabilities listed for Mosaic AI.

API Access

Provides programmatic API access for application integration.

Source review in progress Source

Agent Workflows

Plans and executes multi-step tasks with tools, state or autonomous actions.

Source review in progress Source

RAG & Knowledge Bases

Connects models to external knowledge sources for retrieval-augmented responses.

Source review in progress Source

Integrations

Connects with third-party applications, data sources or automation platforms.

Source review in progress Source
Cloud #Enterprise Ready#Professional#Integrations
Technical profile

Access, deployment & licensing

Structured product facts with evidence status. Unknown facts are never guessed.

Open source & license

Source check pending

Proprietary

Commercial use

Source check pending

Commercial use allowed

Trust intelligence

Privacy, security & compliance

Provider policies and certifications are shown only when recorded with evidence.

Data training policy

Customer data not used for training

Verified fact Privacy source

SSO / enterprise access

Not yet verified

Source review in progress Security source
Privacy: Databricks states that for paid accounts, Model Serving does not use user inputs or outputs to train models or improve Databricks services.
Security: Databricks model serving uses authenticated and authorized requests, encrypts data at rest with AES-256 and in transit with TLS 1.2+, and integrates with Unity Catalog governance.
Compatibility

Integrations

Structured integrations recorded for Mosaic AI. A check mark means the integration mapping is tied to a verified source.

Works with
AWS Azure Delta Lake Google Cloud MLflow Unity Catalog
Pricing

Pricing overview

Pricing stored in AI Orbit's pricing database. Always verify final rates on the provider website.

Mosaic AI

Official pricing / enterprise

Custom

Custom / usage-based — see official source

Stale · verified 1 month ago

  • No fixed numeric amount imported unless explicitly published and verified.
Mosaic AI

Pay As You Go

Usage-based

Databricks AI usage is billed by the specific compute/service SKU and cloud; pay-as-you-go with per-second granularity.

Review · verified 2 weeks ago

  • Model-serving and AI service charges vary by cloud
  • region
  • model and workload.
View full Mosaic AI pricing, plans & price history
Evidence-separated performance

Verified benchmarks & scores

AI Orbit keeps technical tests, product-experience evidence and independent research in separate semantic classes. Only comparable results may contribute to the same composite.

Product Experience

User/reviewer product-experience evidence. This is not treated as a technical benchmark.

92.0/100 class composite
Product Experience Proxy Product Experience Verified Independent

G2 Parent-Platform Rating — Product Experience Proxy

Tested product / versionDatabricks — G2 4.6/5
92.0 / 100
#13 of 27
Same-benchmark rank#13 of 27 tools
Scoring directionHigher is better
Leader context 6.0 pts behind Rows AI
TestedAug 28, 2026
G2 AI Orbit verified Aug 28, 2026
Comparisons

Mosaic AI side-by-side comparisons

Published comparisons connect this tool with other current catalog products.

Guides & analysis

Research related to Mosaic AI

Only published guides with a direct tool, provider or category relationship are shown here.

Alternatives

Evidence-based similar tools

Ranked by use-case, capability, pricing, platform, taxonomy and compatible benchmark overlap—not popularity alone.

Make a confident choice

Is Mosaic AI right for your workflow?

Compare features, pricing and alternatives before you decide.

Explore more toolsTry Mosaic AI
Common questions

Mosaic AI FAQ

Quick answers based on the information currently available in this AI Orbit profile.

What is Mosaic AI?

Mosaic AI is the Databricks AI platform for developing, evaluating, governing and serving machine-learning, foundation-model and agent workloads on enterprise data. It includes model serving, Foundation Model APIs, agent tooling, AI governance and monitoring features integrated with Unity Catalog and the Databricks Data Intellig Mosaic AI is provided by Databricks and AI Orbit categorizes it under Data & Analytics. Its structured capability profile includes API Access, Agent Workflows, RAG & Knowledge Bases and Integrations; field-level verification may still be pending for some capability mappings.

Who makes Mosaic AI?

Mosaic AI is provided by Databricks. Data and AI platform company providing lakehouse infrastructure, machine learning, model development and enterprise AI services. Within AI Orbit, the product is cataloged in Data & Analytics, which describes its primary product category rather than the provider itself.

What is Mosaic AI best for?

AI Orbit currently maps Mosaic AI to structured use cases including Data Analysis and Business Intelligence. These are reviewed taxonomy mappings used for discovery and fit; field-level evidence may still be pending, so they are not presented as independently verified claims. Supporting cataloged capabilities include API Access, Agent Workflows, RAG & Knowledge Bases and Integrations.

Does Mosaic AI have an API?

Yes. AI Orbit has verified official evidence that Mosaic AI provides API access. The profile also records official API documentation, so developers can check supported endpoints, authentication and current implementation details at the provider source. API availability can change independently from the consumer product, so production implementations should still be checked against the provider documentation.

Can Mosaic AI be self-hosted?

No. Verified deployment evidence indicates that Mosaic AI does not currently support self-hosting. Documented deployment modes include SaaS, Cloud and API. Deployment rights, infrastructure requirements and enterprise restrictions should be checked against the provider documentation before production use.

What integrations does Mosaic AI support?

Verified integration evidence on AI Orbit currently includes AWS, Azure, Delta Lake, Google Cloud, MLflow and Unity Catalog. These are individually source-backed integration records, not a generic assumption based on the product simply advertising integrations. The provider may support additional integrations that have not yet been individually verified in this profile.

How does Mosaic AI handle privacy and security?

Databricks states that for paid accounts, Model Serving does not use user inputs or outputs to train models or improve Databricks services. AI Orbit records the data-training policy as: Customer data not used for training. Databricks model serving uses authenticated and authorized requests, encrypts data at rest with AES-256 and in transit with TLS 1.2+, and integrates with Unity Catalog governance. These statements reflect the verified provider evidence stored by AI Orbit; policies and certifications can change, so sensitive deployments should re-check the current official documentation.

How much does Mosaic AI cost?

AI Orbit currently has verified plan-level pricing data for Mosaic AI, including Official pricing / enterprise and Pay As You Go. Exact rates, billing units, limits and verification dates are shown in the pricing section of this profile rather than compressed into a single potentially misleading price. Because providers can change prices and plan limits, check the linked official pricing source before making a purchase or production decision.