Comparaisons honnêtes pour l'IA réglementée
Le tracing est nécessaire. Les workflows réglementés exigent des éléments probants de qualité d'audit : points de contrôle, décisions humaines, résultats d'échantillonnage et exportations vérifiables.
Choisissez l'intention qui correspond à votre projet
Commencez par le travail de votre acheteur, puis faites une comparaison spécifique.
LLM observability
J'ai besoin d'une observabilité LLM
Traçage, évaluations, débogage rapide et boucles d'itération d'ingénierie.
KLA vs Arize Phoenix
Phoenix is excellent for open-source tracing and evaluation workflows. KLA is built for decision-time approvals, policy gates, and verifiable evidence exports.
KLA vs Langfuse
Langfuse is a strong open-source LLM engineering platform for traces, evals, and prompt management. KLA adds decision-time workflow governance + auditor-ready evidence exports.
KLA vs LangSmith
LangSmith is excellent for tracing, evals, and annotation workflows. KLA is built for regulated workflows: decision-time policy gates, approval queues, and auditor-ready evidence exports.
KLA vs Traceloop (OpenLLMetry)
Traceloop/OpenLLMetry is excellent for OpenTelemetry-first tracing. KLA adds governance controls and verifiable evidence exports for audits.
Gateways & guardrails
J'ai besoin d'une couche passerelle / guardrails
Abstraction des fournisseurs, routage, commandes de demande et guardrails.
KLA vs Helicone
Helicone is a strong gateway + observability layer across providers. KLA governs workflow decisions with approvals and exports auditor-ready evidence packs.
KLA vs LiteLLM
LiteLLM is a strong model proxy/gateway for unifying model access and request controls. KLA governs workflow decisions and exports audit-ready evidence packs.
KLA vs Portkey
Portkey is a strong AI gateway/guardrails layer with production features like RBAC, audit logs, and exports. KLA governs workflow decisions with approvals and evidence exports for audits.
AI governance programs
Il me faut un programme de gouvernance
Inventaires, évaluations, rapports, et conformité workflows.
KLA vs Credo AI
Credo-style platforms are strong for inventories, assessments, and governance artifacts. KLA focuses on runtime workflow governance + evidence exports tied to real executions.
KLA vs Fiddler
Fiddler is strong for AI observability, monitoring, and guardrails programs. KLA focuses on workflow decision governance (checkpoints + queues) and verifiable evidence exports.
KLA vs Holistic AI
Holistic AI is positioned around EU AI Act readiness and governance workflows. KLA is the runtime control plane for agent workflows with evidence exports tied to real executions.
KLA vs Monitaur
Monitaur focuses on governance and compliance workflows across AI systems. KLA is a runtime control plane for regulated agent workflows with proof-grade exports.
KLA vs OneTrust
OneTrust is a comprehensive enterprise platform for privacy, security, and AI governance. KLA Digital focuses on runtime AI governance with decision-time controls and verifiable evidence exports.
KLA vs Vanta
Vanta excels at compliance program management across SOC 2, ISO 27001, and EU AI Act. KLA Digital focuses on runtime governance for AI agents with decision-time controls and audit-grade evidence exports.
Dev tooling & evals
J'ai besoin d'outils et d'évals de dev
Cycle de vie rapide, cartes de pointage, ensembles de données, essais et vitesse d'itération.
KLA vs Braintrust
Braintrust is compelling for prompt iteration and testing. KLA is built for regulated runtime: approvals, policy-as-code checkpoints, and evidence exports.
KLA vs PromptLayer
PromptLayer is strong for prompt lifecycle management and eval pipelines. KLA is built for approvals, policy gates, and evidence exports for regulated workflows.
KLA vs Weights & Biases Weave
Weave is excellent for tracking and evaluating LLM apps. KLA is built for regulated runtime governance: approvals, policy checkpoints, and evidence exports.
Guides du marché (amorces neutres)
Pages de référence qui expliquent les catégories sans dénigrer qui que ce soit.
Outils d'observabilité LLM pour les équipes réglementées
Repérer, évaluer, gérer rapidement et combler les lacunes en matière de vérification.
Passerelles AI vs plans de contrôle de gouvernance
Pourquoi "demandes sûres" != "décisions vérifiables".
Plateformes de gouvernance de l'IA : ce qu'elles gèrent
Gouvernance du programme par rapport à la génération de données probantes sur les temps d'exécution.
Solutions alternatives
Alternatives pour les boucles humaines
Liste de contrôle des migrations et options par cas d'utilisation (observation, passerelles, gouvernance réglementée).