Iris.ai vs Kagi
Similarity21%
Iris.ai
Enterprise retrieval and evaluation platform for secure agentic AI over private corpora with workflows for ingestion testing and governance.
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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.
Visit website →At a glance
| Iris.ai | Kagi | |
|---|---|---|
| Price | Custom pricing | Free trial / From $5 per month |
| Difficulty | Beginner | Beginner |
| Type | Web App | Web App |
| Status | Active | Active |
Iris.ai — Key features
- 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 — Key features
- 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
Iris.ai — Best for
- 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
Kagi — Best for
- 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
