Iris.ai
Enterprise retrieval and evaluation platform for secure agentic AI over private corpora with workflows for ingestion testing and governance.
Pricing By quote
Category research
Difficulty Beginner
Type Web App
Status Active
K
Kagi
Kagi is a paid private search engine with no ads that offers fast results customization and an integrated assistant with multiple models plus lenses and privacy technologies like Privacy Pass.
Pricing Starts $5 per month
Category research
Difficulty Beginner
Type Web App
Status Active
Feature Tags Comparison
Only in Iris.ai
retrievalenterprisegovernanceevaluationsecurity
Shared
None
Only in Kagi
searchprivacyassistantmodelslensesproductivity
Key Features
Iris.ai
- • Governed Ingestion: Connect wikis drives and repos then normalize content with metadata access rules and retention policies for compliance
- • Evaluation Workflows: Run automatic metrics and human rubrics to measure accuracy hallucination rate and coverage before launch
- • Guardrails and Policies: Define prompts filters and safety limits that block sensitive data flow and unsafe responses in production
- • Observability and Drift: Track quality usage and model costs then alert owners when performance moves outside accepted ranges
- • Integrations: Use existing vector stores model providers and identity controls so deployments align with current architecture
- • Red Teaming: Exercise prompts tools and environments to uncover jailbreaks and leakage risks before go live
Kagi
- • Ad free results with ranking you control via lenses site boosts and filters for faster trustworthy research
- • Assistant with many models selectable per thread for mixed tasks and budget control
- • Privacy Pass and onion access for anonymous requests where supported
- • Starter plan with 300 searches for light users and unlimited on Professional
- • Family and Team plans with central billing and allowances
- • No billing for months with zero use through fair pricing credits
Use Cases
Iris.ai
- → Stand up secure knowledge assistants for employees that search approved sources with clear citations
- → Reduce support handle time by routing assistants to articles with evaluation backed accuracy and policy bounds
- → Enable research teams to explore large archives and synthesize findings with traceable sources for compliance
- → Run pilots that compare prompts models and retrieval settings to pick the highest quality approach
- → Prepare audit evidence with documented controls and results to satisfy internal and external requirements
- → Connect identity and permissions so assistants respect document level access across departments
Kagi
- → Academic research where forum or paper lenses speed discovery without sifting ads
- → Competitive analysis where site boosts prioritize trusted sources and docs
- → Daily browsing for professionals who want privacy speed and clean SERPs
- → Developers who need fast documentation searches across ecosystems
- → Writers who gather sources without ad clutter and trackable links
- → Students who need predictable costs and a distraction free engine
Perfect For
Iris.ai
enterprise knowledge leaders compliance teams information security and platform engineers who need measurable safe retrieval over private data
Kagi
researchers developers writers analysts privacy conscious users and teams who want fast ad free search strong source control and an integrated assistant
Capabilities
Iris.ai
Governed sources Professional
Quality and safety Professional
Policies and guardrails Intermediate
Drift and reporting Intermediate
Kagi
Ad Free Engine Intermediate
Multi Model Chat Intermediate
Privacy Pass Professional
Lenses and Boosts Intermediate
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