Evidently AI vs Qualifire (2026): Pricing, Features & Which to Choose

Who comes out ahead

Based only on the facts in our directory. The right pick still depends on the job you need done.

Lower starting price
Not comparable
Not comparable: Evidently AI does not list a price
Free plan
Evidently AI
Only Evidently AI has one
Higher rating
Qualifire
3.7 against 4.0
Same job?
Yes
Both are AI Infrastructure & Agent Tooling tools

Side by side

Compared on	Evidently AI	Qualifire
Our rating	3.7	4.0Better
Starts at	Free	Not listed
Free plan	YesBetter	No
Category	AI Infrastructure & Agent Tooling	AI Infrastructure & Agent Tooling
Plans	Free	See pricing
Key features	LLM-as-a-Judge evaluation methodology 100+ built-in metrics - hallucinations, toxicity, PII detection, retrieval quality Synthetic data generation for edge-case and adversarial testing Continuous monitoring dashboards tracking quality drift Open-source under Apache 2.0, 7,500+ GitHub stars	Contextual guardrails enforced in real time Continuous evaluation and observability Rogue agent evaluator and red-team platform Small language models as runtime judges AWS, Google Cloud, on-premise or SaaS deployment
Pros	Fully open-source (Apache 2.0) - no vendor lock-in or opaque pricing Real, notable enterprise adoption (DeepL, Wise, Plaid, Databricks) Covers the full lifecycle - evaluation, synthetic testing, and ongoing monitoring	Small judge models make runtime checking affordable Pre-production red-teaming as well as live guardrails On-premise deployment for regulated environments
Cons	Open-source self-hosting requires real technical setup and maintenance No managed/hosted pricing tier detailed on the page reviewed Best suited to teams with dedicated MLOps or ML infrastructure capacity	No pricing published anywhere Headline speed and cost claims have no stated baseline A guardrail layer's own failures are harder to spot than the ones it catches
Company	Evidently AI	Qualifire

Prices come from each vendor's pricing page, last checked 20260826. Check the vendor before you buy.

FAQ

Questions people ask

Is Evidently AI better than Qualifire?

In our reviews Evidently AI scores 3.7 and Qualifire scores 4.0. The better pick depends on the job. Evidently AI: LLM-as-a-Judge evaluation with 100+ built-in metrics for hallucinations, toxicity, and PII - open-source, 7,500+ GitHub stars, used by DeepL, Wise, Plaid, and Databricks. Qualifire: Guardrails, evaluation and red-teaming for LLM apps, with judge models fast enough for runtime.

Which is cheaper, Evidently AI or Qualifire?

Evidently AI: free. Qualifire: see pricing.

Do Evidently AI and Qualifire have free plans?

Only Evidently AI has a free plan.

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