Reviewed by Harsh Desai · Last reviewed:
Waxell
An AI agent monitoring platform that delivers complete visibility and real-time governance
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What does Waxell do?
- •Zero-code instrumentation auto-instruments over 200 libraries with no SDK or code changes required.
- •Full visibility tracks every AI agent, model call, and agentic workflow in real time.
- •PII redaction detects and redacts personally identifiable information before it leaves any workflow.
- •MCP rug pull alerts notifies teams instantly when tool descriptions on MCP servers change.
- •Shadow AI discovery finds hidden AI calls from endpoints without decrypting payloads.
- •MCP governance applies policy checks, audit trails, and human-in-the-loop approvals.
- •Model support works with Claude, GPT-4, Gemini, custom agents, and MCP-compatible servers.
- •Data residency offers both US and EU options for all stored telemetry.
- •Compliance profiles includes ready HIPAA, PCI-DSS, and MCP server governance templates.
- •OpenTelemetry native integrates directly with existing observability stacks and tools.
- •SOC 2 Type II meets strict compliance standards for enterprise security teams.
- •Real-Time PII Detection Automatically detects and redacts PII across 200+ auto-instrumented libraries before data exits any workflow.
- •MCP Policy Enforcement Applies governance policy checks with full audit trails and human-in-the-loop approval on every MCP-compatible server call.
- •Shadow Call Identification Discovers unauthorized AI calls from API endpoints using OpenTelemetry-native tracing without decrypting payloads.
- •Multi-Region Residency Stores observability data with flexible US or EU residency options while maintaining HIPAA and PCI-DSS compliance.
Pricing:
- •Free Get access to start for free.
- •Team $99/mo supports up to 20 agents with core observability features.
- •Enterprise Custom tailored plans with advanced governance and dedicated support.
What are Waxell's limitations?
- •Agent-based pricing costs scale directly with the number of agents and capability tier.
- •Observability focus does not help teams build or create new AI agents.
- •Undisclosed enterprise details full enterprise features and exact pricing remain private.
- •MCP dependency some governance tools require compatible MCP servers to function fully.
Our Verdict
For the Vibe Builder, Waxell brings instant clarity to messy AI agent setups by auto-instrumenting libraries and surfacing every hidden call without writing a single line of code. You gain real-time dashboards that show exactly which models fire when and flag risky behavior before costs explode. The clean web interface fits right next to your Canva and Notion tabs so non-engineers can still participate in governance reviews.
For the Developer, Waxell removes weeks of manual tracing work by shipping OpenTelemetry data out of the box for Claude, GPT-4, Gemini, and custom agents. Security teams love the automatic PII redaction and MCP rug-pull alerts that arrive before incidents hit production. Audit trails and human-in-the-loop hooks satisfy compliance checklists with zero extra plumbing.
Waxell earns a solid 8/10 because it nails observability and governance yet still scales pricing with every added agent. Teams that only need basic tracing may find the cost structure heavy once they exceed the free tier. The product shines brightest inside regulated environments that already run MCP-compatible servers.
Skip it if you mainly build agents instead of watching them and choose LangSmith when your priority is prompt debugging over security redaction.
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Frequently Asked Questions
What is Waxell and how does it provide visibility?
Waxell is an AI observability platform that gives teams full visibility into their agent workflows by tracking every step from prompt inputs to final outputs in real time. It surfaces detailed traces, performance metrics, and error patterns so you can quickly spot where agents are failing or drifting. This level of visibility helps developers debug faster and maintain reliable AI systems.
Does Waxell have a free plan?
Yes, Waxell has a free tier that lets you get access to start for free and explore core observability features with limited agents. The free plan is a great way to test the platform before committing to paid options. You can upgrade anytime as your needs grow.
Who should use Waxell for AI governance?
Teams building or scaling multiple AI agents should use Waxell for AI governance because it enforces consistent policies, monitors compliance, and provides audit trails across all agents. It is especially useful for organizations in regulated industries that need strong oversight without slowing down development. Waxell helps both engineering and compliance stakeholders stay aligned.
What are the 2026 pricing tiers for Waxell?
Waxell offers three 2026 pricing tiers: the Free plan to get access to start for free, the Team plan at $99/mo that supports up to 20 agents with core observability features, and Enterprise Custom tailored plans with advanced governance and dedicated support. The $99 Team tier is the main paid entry point for small to mid-size groups. Larger organizations typically choose the custom Enterprise option to match their specific scale and requirements.
How does Waxell compare to LangSmith as an alternative?
Waxell provides stronger built-in governance and policy enforcement than LangSmith while delivering similar tracing and debugging capabilities for AI agents. Many teams find Waxell's interface simpler for non-technical stakeholders and its pricing more predictable at the Team level. Overall Waxell works well as a LangSmith alternative when governance and multi-agent oversight are top priorities.
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Waxell
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