Lyzr vs Fiddler AI
One control plane to deploy, govern, and refineFiddler AI is a mature AI observability and security platform, strong on in-environment guardrails and governance for regulated industries. Lyzr Control Plane governs enterprise agents across all three planes: it deploys them, governs them, and continuously improves them. Framework agnostic, natively across AWS and GCP, inside your own cloud.
Lyzr Control Plane
Fiddler
Head to head · 2026 edition
Enterprises Building on Lyzr
Where each platform is strongest
Lyzr Control Plane
- All three planes, one pipeline
Deploy, Govern, and Refine in a single governed flow.
- A real deploy plane
Git-driven CI/CD builds, scans, promotes, and rolls back the agent itself.
- Cross-cloud native
AWS and GCP with routing and failover, framework agnostic.
- Auto-hardening
Continuous eval, simulation, and hardening improve the agent over time.
- Full sovereignty
SaaS, VPC, on-prem, and air-gapped in your own cloud.
Fiddler AI
- In-environment guardrails
Sub-100ms scoring with no external calls.
- 11 safety dimensions
PII/PHI, toxicity, jailbreak, and prompt-injection coverage.
- Regulated-industry governance
Guardrails, RBAC, and audit aligned to SR 11-7 and the EU AI Act.
- Mature observability
Monitoring and root-cause analysis at production scale.
- Flexible deployment
SaaS, VPC, on-prem, and air-gapped.
Business impact made clear
See how Lyzr Control Plane deploys, governs, and refines agents end to end, where Fiddler observes and guards agents that another system builds and ships.
| Capability | Lyzr Control Plane | Fiddler AI |
|---|---|---|
| Agent deployment pipeline | ✓ Git-driven CI/CD: scan, staged promotion, auto-rollback | × No deploy plane |
| Cross-cloud deploy and failover | ✓ AWS and GCP native, with routing and failover | × Not offered |
| Governance and audit | ✓ RAI guardrails, per-agent identity, immutable audit | ✓ Guardrails, RBAC, audit aligned to SR 11-7 and EU AI Act |
| Continuous improvement | ✓ Continuous eval, simulation, auto-hardening | – Strong evals and monitoring, no auto-hardening |
| Deployment flexibility | ✓ SaaS, VPC, on-prem, air-gapped | ✓ SaaS, VPC, on-prem, air-gapped |
| Framework flexibility | ✓ LangGraph, CrewAI, Strands, custom | ✓ OpenTelemetry, plus native LangGraph, Bedrock, Strands |
| Pricing transparency | ✓ Published per-run pricing | – Quote-based; free Guardrails tier |
From deploy pipeline to eval gate
How the two platforms line up on the technical capabilities that decide whether an agent ships, holds, and improves.
| Capability | Lyzr Control Plane | Fiddler AI |
|---|---|---|
| CI/CD pipeline and rollback | ✓ Staged promotion and auto-rollback | × No CI/CD plane |
| Deployment registry and version lineage | ✓ Built in | × Not offered |
| Guardrail scoring | ✓ RAI guardrails, plus external guardrails in the eval gate | ✓ In-environment, sub-100ms, no external calls |
| Safety coverage | ✓ RAI guardrails across safety and compliance | ✓ 11 dimensions: PII/PHI, toxicity, jailbreak, prompt injection |
| Framework support | ✓ LangGraph, CrewAI, Strands, custom | ✓ OpenTelemetry, plus native LangGraph, Bedrock, Strands |
| Identity, RBAC, and audit | ✓ Per-agent identity, IdP-agnostic, RBAC, immutable audit | ✓ RBAC and audit trails |
| Evaluation and hardening | ✓ Continuous eval, simulation, auto-hardening | – Evals, monitoring, root-cause, no auto-hardening |
| Deployment targets | ✓ SaaS, VPC, on-prem, air-gapped | ✓ SaaS, VPC, on-prem, air-gapped |
The smarter choice for agents in production
All three planes, one pipeline
Deploy, Govern, and Refine live in a single governed pipeline. Nothing reaches production without clearing the gate.
A real deploy plane
Git-driven CI/CD builds, scans, promotes, and rolls back the agent itself: security scan, container scan, staged promotion, auto-rollback.
Cross-cloud and framework agnostic
Run the same agent across AWS and GCP with native routing and failover, on LangGraph, CrewAI, Strands, or custom, without a rebuild.
Keeps the guardrails you trust
Lyzr’s eval gate can call external guardrails, including Fiddler’s own, as a promotion gate inside the pipeline.
Four reasons to choose Lyzr Control Plane
Alongside, or instead of, Fiddler AI.
It ships the agent, not just watches it
Lyzr builds, scans, promotes, and rolls back the agent, then governs it with the same rigor. Fiddler observes and guards agents that a separate pipeline builds and deploys.
One governed pipeline across clouds
Deploy, govern, and refine in a single pipeline, with AWS and GCP native routing and failover, running inside your own cloud.
Keep the guardrails you already trust
Fiddler’s sub-100ms, in-environment guardrail scoring is a genuine strength. Lyzr’s eval gate can call those same guardrails as a promotion gate, so you gain a deploy plane without giving up your guardrail investment.
Sovereignty and transparent pricing
SaaS, VPC, on-prem, or air-gapped deployment, ISO/IEC 27001:2022 certification, SOC 2 Type II, and published per-run pricing rather than quote-only.
Questions you might have
How is Lyzr Control Plane different from Fiddler AI?
Fiddler is an AI observability and security platform. It monitors and guards agents very well, but it has no deployment pipeline, so it does not build, scan, promote, or roll back agents itself. Lyzr Control Plane spans all three planes in one governed pipeline: Deploy, Govern, and Refine.
Does Lyzr replace Fiddler, or can they work together?
Both. Lyzr can stand on its own for deploy, govern, and refine, or it can run your existing Fiddler guardrails inside its eval gate as a promotion gate. You keep Fiddler’s low-latency guardrail scoring and gain a full deploy plane around it.
Does Fiddler deploy agents?
No. Fiddler observes and guards agents that another system builds and ships. There is no deploy or CI/CD plane, and no deployment registry or version lineage. Lyzr provides the git-driven CI/CD pipeline that builds, scans, promotes, and rolls back the agent.
Can Lyzr run the same agent across AWS and GCP?
Yes. Lyzr offers cross-cloud deploy, routing, and automatic failover across AWS and GCP natively, inside one governed pipeline. Fiddler does not offer this.
What happens when an agent fails in production?
Lyzr’s pipeline includes automatic rollback and cloud-aware cleanup, so a failed release does not become a manual fire drill. Fiddler can surface the issue through monitoring and root-cause analysis, but the deploy and rollback action sits with a separate system.
What deployment options does Lyzr support?
SaaS, VPC, on-prem, and air-gapped, running in your own cloud for full data sovereignty. Fiddler also supports SaaS, VPC, on-prem, and air-gapped deployment.
How does Lyzr handle governance and compliance?
Lyzr provides RAI guardrails, per-agent identity, IdP-agnostic access, RBAC, and an immutable audit trail, with governance enforced at the deployment stage so nothing reaches production without clearing the gate. Fiddler is strong on governance too, with guardrails, RBAC, and audit trails aligned to SR 11-7 and the EU AI Act.
Is Lyzr certified?
Lyzr Control Plane is ISO/IEC 27001:2022 certified and holds SOC 2 Type II.
Who should choose Lyzr Control Plane over Fiddler?
Teams that need to deploy, govern, and improve agents in one pipeline, run the same agent across AWS and GCP, roll back automatically on failure, and keep everything inside their own cloud. Teams that only need observability and guardrails on agents shipped by another system may find Fiddler sufficient, and can still layer those guardrails inside Lyzr’s pipeline later.
Stop comparing. Start deploying
in 8 weeks.
You’ve seen what Lyzr does differently. Now bring your specific environment and let us show you exactly how it deploys governed, production-ready, in your cloud.