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Qualifire

Guardrails, evaluation and pre-production red teaming for AI agents, RAG apps and chatbots.

Observability tool by Qualifire

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Chalk Labs

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About

Qualifire provides real-time guardrails, continuous evaluation and pre-production testing for agents, RAG and chatbots. Its evaluation uses small judge models, and its Rogue product red teams an agent for security and reliability flaws. Setup is through a proxy or an SDK, with traces exported via OTEL.

Use cases: security-scanning, llm-evaluation

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Fact sheet

Category
Guardrails
Self-host
Yesqualifire.ai
Protocols
opentelemetrydocs.qualifire.ai

Plans

Free$0free for life; 3 million tokens per month
Basic$0300k monthly tokens included; $29.90 per additional 1M tokens
Pro$550/month1 billion monthly tokens included; $19.90 per additional 1M tokens
EnterpriseContact salescustom pricing; BYOC cloud or on-prem

From the vendor's pricing page, read Oct 24, 2026.

Facts read from the vendor's own pages by claude-haiku-5-5 on Oct 24, 2026; a fact is shown only with the page it came from.

Details

License
License unknown
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

Done for you

Rather not set it up yourself?

Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

See how we build AI agents →Read the case studies

Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped
50+
launches shipped
media placements
500+
media placements
founders on every account
2
founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

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Cite this page

Qualifire. Agent Mart. https://agentmart.dev/observability/qualifire (last updated 2026-10-24)