1
Elicit Research Assistant
Shares tags: analyze, research & web, literature review
AI ToolDead Man Walking
Empower Your Research with Iris.ai
Harness the power of semantic search and summarization to accelerate your scientific discoveries.
shipped Nov 20, 2025analyzepaid
1Revolutionize your research workflow with our advanced extraction and contextual enrichment tools.
2Generate insightful summaries quickly with our configurable summarization engine.
3Tailored solutions for R&D sectors, including pharma, MedTech, and engineering.
Stork Quadrant
Dead Man Walking· 11/100
An LLM can do most of what this tool's UI promises. No moat, no agent presence.
“Iris.ai's core value—semantic search and summarization of scientific papers—is directly replaceable by Claude or GPT-4 with access to arXiv, PubMed, or Semantic Scholar APIs. An LLM can already map questions to papers, extract key findings, and synthesize results. The workspace UI adds convenience but not defensibility. This tool dies unless it owns proprietary data or becomes infrastructure.”
Defensibility · 0/100
- Physical-world coupling
- Regulatory moat
- Network liquidity
- Proprietary refreshing data
- High-trust catastrophic workflows
- Multi-party coordination
- Brand / community / taste
An LLM alone could replace
- Semantic search across scientific papers to find relevant studies
- Summarization of paper abstracts and key findings
- Mapping research questions to related literature
- Organizing and presenting search results in a readable format
Agent-Readiness · 25/100
- Verified MCP
- Listed on agent surfaces
- Usage-based pricing
- Headless agent auth
- Public OpenAPI— https://iris.ai/openapi.yaml
- Active changelog— https://iris.ai/blog (2026-05-19)
- llms.txt— https://iris.ai/llms-full.txt
How to defend
Iris needs to either (1) license exclusive access to unpublished preprints or institutional research data that refreshes daily, or (2) pivot to become an API that research teams and universities embed, where the switching cost is integration depth, not the UI.
- Ship an MCP server and list it on Stork — biggest single point gain (+25).
- Get listed in the Anthropic MCP registry, Cursor, or Claude Desktop (+20).
- Add a usage-based or per-call tier; per-seat-only pricing dies when agents replace seats (+15).
- Expose API-key auth with a self-serve sandbox tier; remove sales-call gates (+15).
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Connect
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overview
Transform Your Research Experience
Iris.ai Researcher Workspace is designed to streamline the research process, allowing you to efficiently map research questions to relevant scientific papers. Our suite of tools enhances data extraction, analysis, and summarization to ensure you stay at the forefront of your field.
- 1Semantic search capabilities to find relevant literature quickly.
- 2Support for diverse input sources including articles, URLs, and local files.
- 3Special subscription pricing for individuals and academic institutions.
features
Innovative Features for Enhanced Research
Our platform includes flexible modules that support your unique research processes. Whether you need to analyze a single document or unify insights from multiple sources, Iris.ai adapts to your workflow.
- 1Configurable abstract summarization that reflects document context.
- 2Automatic data extraction and contextual enrichment to streamline information gathering.
- 3Industry-tuned AI for precise, field-specific research accuracy.
use cases
Who Can Benefit from Iris.ai?
Iris.ai is ideal for academic researchers, industry professionals, and students focused on R&D-driven fields. With tailored tools and subscription options, we cater to the specific needs of each user.
- 1Pharmaceutical researchers seeking to explore clinical studies.
- 2Medical technology innovators analyzing recent advancements.
- 3Engineering students conducting comprehensive literature reviews.
❓
Frequently Asked Questions
+What types of documents can I analyze with Iris.ai?
You can analyze a wide range of documents, including scientific papers, articles, and external URLs, allowing for comprehensive literature reviews.
+Is Iris.ai suitable for individual researchers?
Absolutely! We offer special subscription pricing for individual researchers and academic institutions, making our powerful tools accessible to everyone.
+How does the summarization feature work?
Our summarization engine generates new phrases and sentences that encapsulate the document context, allowing you to quickly identify key findings and insights.
For builders
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