Andi vs Iris.ai

Compare research AI Tools

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Andi

AI search that answers in a chat style with sources, privacy friendly defaults and no ads so you get concise results instead of ten blue links.

Pricing Free
Category research
Difficulty Beginner
Type Web App
Status Active
Iris.ai

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

Feature Tags Comparison

Only in Andi

ai-searchanswerschatprivacycitations

Shared

None

Only in Iris.ai

retrievalenterprisegovernanceevaluationsecurity

Key Features

Andi

  • • Chat style answers with citations for fast reading and verification
  • • Simple interface with quick follow up questions to refine results
  • • Privacy friendly defaults with no third party ad tracking
  • • Mobile friendly UX with apps and extensions for quick access
  • • Planned developer API and premium tier for power users
  • • Lightweight experience focused on speed and clarity

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

Use Cases

Andi

  • → Quick factual lookups with linked sources you can verify
  • → Exploring a topic through follow up questions in chat
  • → Researching products and concepts without ad clutter
  • → Learning oriented browsing for students and self learners
  • → Drafting summaries from multiple sources then opening originals

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

Perfect For

Andi

students, solo researchers, knowledge workers and privacy mindful users who want concise answers with sources instead of ad heavy result pages

Iris.ai

enterprise knowledge leaders compliance teams information security and platform engineers who need measurable safe retrieval over private data

Capabilities

Andi

Conversational Results Basic
Follow Ups Basic
Linked Sources Basic
Apps and Extensions Basic

Iris.ai

Governed sources Professional
Quality and safety Professional
Policies and guardrails Intermediate
Drift and reporting Intermediate

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