20+ Best Alternatives to Credo AI in 2026
One platform to discover, assess, and govern every AI agent, model, and application — continuously and in context.
Looking for an alternative to Credo AI? Below are 20 AI startups working in the same space — ranked by our Neuron score so the most credible options come first. Each card shows what makes the tool a viable substitute, pricing signals, and funding stage.
- 1View alternative →
Galileo AI
UndisclosedThe AI observability and eval engineering platform where offline evals become production guardrails.
Why it's similar: Shares categories with Credo AI — AI Observability, AI Safety.
💵 Enterprise · Contact sales
- 2View alternative →
WitnessAI
$85.5MAI safety and governance platform for the enterprise
Why it's similar: Shares categories with Credo AI — AI Safety, AI Governance.
💵 Enterprise · Contact sales
- 3View alternative →
Confident AI
$2.2MDeepEval-powered LLM evaluation and observability
Why it's similar: Shares categories with Credo AI — AI Observability, AI Safety.
💵 Free
- 4View alternative →
Arize AI
$132MThe AI & Agent Engineering Platform for development, observability, and evaluation of LLM applications.
Why it's similar: Shares categories with Credo AI — AI Observability, AI Governance.
💵 Enterprise · Contact sales
- 5View alternative →
Lakera
UndisclosedThe leading AI-native security platform to secure your AI future and accelerate GenAI, agents, and MCPs for enterprise teams.
Why it's similar: Shares categories with Credo AI — AI Safety, AI Governance.
💵 Enterprise · Contact sales
- 6View alternative →
Cleanlab
UndisclosedDetect and remediate incorrect responses from any AI Agent, ensuring every output meets your standards for safety, compliance, and trust.
Why it's similar: Shares categories with Credo AI — AI Observability, AI Safety.
💵 Enterprise · Contact sales
- 7View alternative →
Anthropic
$132.6BAI safety lab building Claude — a helpful, harmless, honest AI assistant.
Why it's similar: Shares categories with Credo AI — AI Safety.
💵 Free · From $20/mo
- 8View alternative →
Safe Superintelligence
$3BBuilding safe superintelligence
Why it's similar: Shares categories with Credo AI — AI Safety.
💵 Enterprise · Contact sales
- 9View alternative →
Saviynt
$870MAI-powered identity security for humans, machines, and AI agents
Why it's similar: Shares categories with Credo AI — AI Governance.
💵 Enterprise · Contact sales
- 10View alternative →
Peregrine Technologies
$440MDecision-support and data integration platform for public safety agencies
Why it's similar: Shares categories with Credo AI — AI Governance.
💵 Free
- 11View alternative →
GitGuardian
$106MSecrets detection and non-human identity security platform
Why it's similar: Shares categories with Credo AI — AI Governance.
💵 Free
- 12View alternative →
Astrix Security
$70MIdentity security for AI agents and non-human identities
Why it's similar: Shares categories with Credo AI — AI Governance.
💵 Enterprise · Contact sales
- 13View alternative →
Observe
$270MAI-native observability platform built on a data lake to replace Splunk and Datadog
Why it's similar: Shares categories with Credo AI — AI Observability.
💵 Free trial
- 14View alternative →
Portkey
$18MThe control plane for production AI
Why it's similar: Shares categories with Credo AI — AI Observability.
💵 Free
- 15View alternative →
Recursive Superintelligence
$650MBuilding AI systems that continuously improve themselves
Why it's similar: Shares categories with Credo AI — AI Safety.
💵 Free
- 16View alternative →
Polimorphic
$24.2MAI platform for local government service delivery and 311 citizen services
Why it's similar: Shares categories with Credo AI — AI Governance.
💵 Free
- 17View alternative →
Aurascape
$50MAI-native security to discover, govern, and protect enterprise AI use
Why it's similar: Shares categories with Credo AI — AI Governance.
💵 Free
- 18View alternative →
Traversal
$48MThe AI SRE agent that finds root causes in complex production systems
Why it's similar: Shares categories with Credo AI — AI Observability.
💵 Enterprise · Contact sales
- 19View alternative →
Darwin AI
$15MAI governance and agentic workflow platform for government agencies
Why it's similar: Shares categories with Credo AI — AI Governance.
💵 Free
- 20View alternative →
Metaplane
$13.8MWhy it's similar: Shares categories with Credo AI — AI Observability.
💵 Free
Frequently asked questions
What are the best alternatives to Credo AI?
The top-ranked alternatives to Credo AI on NeuronFeed are Galileo AI, WitnessAI, Confident AI, Arize AI, Lakera. Rankings are based on our Neuron score, which weighs funding, momentum and editorial signal.
Is there a free alternative to Credo AI?
Yes — Confident AI, Anthropic, Peregrine Technologies offer a free plans. See the pricing column for each alternative above.
How is this list ranked?
We rank alternatives by shared categories with Credo AI, then by our proprietary Neuron score (0–100) which combines funding, team quality, momentum, and editorial input. The list refreshes every 30 days.
Credo AI vs Galileo AI — which is better?
It depends on use case. Galileo AI (The AI observability and eval engineering platform where offline evals become production guardrails.) is the #1-ranked alternative. See the full side-by-side at /compare/credo-ai-vs-galileo-ai.
Explore more around Credo AI
Contextual paths to related AI startups, deals and rankings.