
SpecialistAI-powered global payments and growth platform for merchants
Arize AI records 249,028 monthly visits with +3.2% month-over-month growth and Paid, Contact for Pricing pricing. Subex records 15,544 monthly visits with -22.1% growth and Contact for Pricing pricing.

AI-native fraud, risk and business assurance for telecom operators
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | arize.com | subex.com |
| Pricing Model | Paid, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 249.03K (249,028) | 15.54K (15,544) |
| MoM Traffic Delta | +7.67K (+3.2%) | -4.42K (-22.1%) |
| Primary Market & Share | 🇺🇸 United States (51.6%) | 🇮🇳 India (64.8%) |
| Direct Visits / mo | 107.84K | 6.29K |
| User Rating | 4.6 | 4.2 |
| Supported Platforms | Website | Website |

Agent observability, evaluation, and continuous improvement for production AI
Capture spans, traces, and sessions across agents and LLM calls using OpenInference conventions built on OpenTelemetry, so instrumentation stays portable.
Run evaluations at span, trace, and session level to grade retrieval quality, tool use, and final answers across large production datasets.
An in-product agent that inspects traces, diagnoses likely root causes, and proposes fixes that engineers can review before shipping.
Self-host the leading open-source tracing and eval tool when you need to keep trace data inside your own infrastructure.

AI-native fraud, risk and business assurance for telecom operators
FraudZap covers bypass fraud, SMS fraud, handset and mobile money fraud, subscription and roaming fraud, CLI spoofing, robocalling and artificially inflated traffic.
Revenue, margin, cost, migration and regulatory assurance identify leakage and service or experience risks before they reach customers.
AI Agent Squads reason across evidence, execute configured checks, package supporting evidence and recommend actions with human oversight and audit trails.
Replace email-and-spreadsheet partner operations with digital onboarding, offer design, order flows, settlements and reconciliation across B2B2X chains.

SpecialistAI-powered global payments and growth platform for merchants

Excels at experiment tracking and model registry workflows, but is less purpose-built for real-time LLM production observability.
Excels at experiment tracking and model registry workflows, but is less purpose-built for real-time LLM production observability.

SpecialistAll-source maritime intelligence powered by Maritime AI™
SpecialistAll-source maritime intelligence powered by Maritime AI™

Free / Open-sourceIncludes integrated guardrails and simulation tools, but is less mature for large-scale enterprise production telemetry monitoring.
Free / Open-sourceIncludes integrated guardrails and simulation tools, but is less mature for large-scale enterprise production telemetry monitoring.

Free / Open-sourceFeatures strong testing and prompt evaluation tools, though its monitoring interface is less oriented towards massive telemetry streams.
Free / Open-sourceFeatures strong testing and prompt evaluation tools, though its monitoring interface is less oriented towards massive telemetry streams.

Focuses heavily on prompt management and versioning control, whereas Arize prioritizes end-to-end tracing and ML observability.
Focuses heavily on prompt management and versioning control, whereas Arize prioritizes end-to-end tracing and ML observability.

Offers comprehensive LLM evaluation and unit testing via DeepEval, but lacks Arize's deep production monitoring infrastructure.
Offers comprehensive LLM evaluation and unit testing via DeepEval, but lacks Arize's deep production monitoring infrastructure.
SpecialistVertical AI applications and agents built for retail, financial services, industrial, and enterprise IT
SpecialistVertical AI applications and agents built for retail, financial services, industrial, and enterprise IT
AI-native platform for extra-financial intelligence

Free / Open-sourceAgent observability, evals and governance for AI platform teams
Free / Open-sourceAgent observability, evals and governance for AI platform teams
SpecialistStronger focus on compliance enforcement and AI governance, but less specialized for deep developer tracing workflows.
SpecialistStronger focus on compliance enforcement and AI governance, but less specialized for deep developer tracing workflows.

Free / Open-sourceOpen-source observability that finds your AI agent's failures — and fixes them
Free / Open-sourceOpen-source observability that finds your AI agent's failures — and fixes them