Arize AI records 249,028 monthly visits with +3.2% month-over-month growth and Paid, Contact for Pricing pricing. Overwatch Data records 457 monthly visits with -83.1% growth and Contact for Pricing pricing.
Agent observability, evaluation, and continuous improvement for production AI
AI agents that turn criminal underground chatter into actionable cyber and fraud intelligence.
| Dimension / Metric | | |
|---|---|---|
| Official Domain | arize.com | overwatchdata.ai |
| Pricing Model | Paid, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 249.03K (249,028) | 457 (457) |
| MoM Traffic Delta | +7.67K (+3.2%) | -2.25K (-83.1%) |
| Primary Market & Share | 🇺🇸 United States (51.6%) | 🇺🇸 United States (100%) |
| Direct Visits / mo | 107.84K | 183 |
| User Rating | 4.6 | 4.6 |
| 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 agents that turn criminal underground chatter into actionable cyber and fraud intelligence.
Agents continuously scan the criminal underground, follow threat actor networks and assemble evidence packages without waiting for an analyst to start the case.
Compromised accounts, OTP interception, mule recruitment, fake merchant applications and stolen credentials are tracked in one platform instead of separate tools.
Findings arrive with attached messages, files and URLs plus confidence ratings, so analysts can see exactly what was observed and how strong the signal is.
Human analysts handle the hard cases and the output flows into SIEM, SOAR, case management and executive briefings rather than staying in a dashboard.
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.
SpecialistAI-native customer intelligence platform that turns every customer conversation into context
SpecialistAI-native customer intelligence platform that turns every customer conversation into context
SpecialistDeep packet inspection and network intelligence for full network visibility
SpecialistDeep packet inspection and network intelligence for full network visibility
SpecialistSee your enterprise the way attackers do — observe, understand, signal, and respond at AI speed
SpecialistSee your enterprise the way attackers do — observe, understand, signal, and respond at AI speed
SpecialistAll-source maritime intelligence powered by Maritime AI™
SpecialistAll-source maritime intelligence powered by Maritime AI™
Free / Open-sourceTrack and improve how AI search engines mention your brand
Free / Open-sourceTrack and improve how AI search engines mention your brand
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.
Free / Open-sourceAI web agents that watch your data sources and act on changes
Free / Open-sourceAI web agents that watch your data sources and act on changes
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.
SpecialistAI-powered cloud DLP and security awareness training for SaaS environments
SpecialistAI-powered cloud DLP and security awareness training for SaaS environments
