Arize AI vs Invisible Technologies

Arize AI — Infrastructure · Private · 1 of 1 figure sourced  |  Invisible Technologies — Application · Private · $144M raised · 2 of 2 figures sourced

Relationship

Arize AX and Synapse both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Arize AI's scale not recorded.

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

3 of 3 capabilitiesShared product type

3 of 3 capabilities — Shares agent orchestration, data analysis and evaluation and observability.

Ludbee capability tags · from the product records

Shared product type — Both ship platform.

Ludbee product records

Aligned comparison

FieldArize AIInvisible Technologies
Sizenot disclosed$144M raised
Employees——
Founded20202015 5 yrs earlier
StatusPrivatePrivate match
CategoryInfrastructureApplication
Stack layerAI agent, Developer tool, Infrastructure service, PlatformAgent platform, Data service, Platform
HeadquartersBerkeley, USASan Francisco, USA

Capability overlap

Shared · 3

Agent orchestrationData analysisEvaluation and observability

Not verified for Arize AI · 3

Data labellingGuardrails and safetyWorkflow automation

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

Arize AI has no capability Invisible Technologies lacks, among the 3 recorded here.

Products, side by side

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

Arize AI

Platform

Arize AXPlatform

AI observability platform that traces, evaluates and monitors machine-learning and LLM applications in production, surfacing issues and root causes.

Invisible Technologies

Platform

SynapsePlatform

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

No counterpart

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

AI agent

AlyxAI agent

AI engineering agent built into Arize AX that reads a project's traces, prompts, datasets and evals and acts on them — investigating issues, improving prompts and running evaluations from a full-page or side-chat surface whose context carries across pages.

Developer tool

Arize PhoenixDeveloper tool

Open-source platform for tracing, evaluating and experimenting with LLM and agent applications, run locally, via Docker/Kubernetes, or as free Phoenix Cloud instances.

Infrastructure service

Arize Database (adb)Infrastructure service

An AI-native datastore (built on Apache Iceberg) that unifies observability and evaluation data in open formats for zero-copy access across the AI/data stack.

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

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.

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.