agent · ai-research-agents
Elicit vs h2oGPTe
55 fields both were evaluated on, 33 of them different — including where one discloses something the other does not. Every value links to the document it came from. 22 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Elicit | h2oGPTe |
|---|---|---|
| Audit trail· | reproducible, traceable, and auditable at every step “Elicit Systematic Review now supports PRISMA 2020 guidelines, and is reproducible, traceable, and auditable at every step.”elicit.com · checked Aug 4, 2026 | “Citation-based verification for transparent Retrieval Augmented Generation (RAG) State-of-the-art multimodal RAG with built-in citation support offers comprehensive traceability for AI-generated responses, with embedded document references that enhance transparency.”h2o.ai · checked Aug 1, 2026 |
| Explainability· | supports all AI-generated claims with sentence-level citations from the underlying sources “Transparency Elicit supports all AI-generated claims with sentence-level citations from the underlying sources.”elicit.com · checked Aug 4, 2026 | “Transparent assessments with embedding and ML-driven evaluators Embedding-based metrics complemented with Natural Language Inference provide transparent, explainable and objective model assessments to enhance accountability and clarity.”h2o.ai · checked Aug 1, 2026 |
| Runtime governance· | no public information elicit.com · checked Aug 4, 2026 | “Customizable guardrails for AI safety h2oGPTe’s Guardrails and PII controls offer fine-grained access management and scoped response restrictions, enabling precise control over input and output boundaries.”h2o.ai · checked Aug 1, 2026 |
| Permission scopes· | no public information elicit.com · checked Aug 4, 2026 | “Customizable guardrails for AI safety h2oGPTe’s Guardrails and PII controls offer fine-grained access management and scoped response restrictions, enabling precise control over input and output boundaries.”h2o.ai · checked Aug 1, 2026 |
| Evaluation coverage· | no public information elicit.com · checked Aug 4, 2026 | “Robust testing through automated question generation Automated question generation facilitates comprehensive testing to identify model vulnerabilities and improve reliability.”h2o.ai · checked Aug 1, 2026 |
Agency
| Field | Elicit | h2oGPTe |
|---|---|---|
| Autonomy level· | no public information elicit.com · checked Aug 4, 2026 | “Autonomous agentic AI: execute multi-step workflows autonomously”h2o.ai · checked Aug 1, 2026 |
| Human oversight· | no public information elicit.com · checked Aug 4, 2026 | “Customizable guardrails for AI safety h2oGPTe’s Guardrails and PII controls offer fine-grained access management and scoped response restrictions, enabling precise control over input and output boundaries.”h2o.ai · checked Aug 1, 2026 |
| Goal complexity· | no public information elicit.com · checked Aug 4, 2026 | “h2oGPTe Agents bring true autonomy to your workflows, enabling LLMs to handle multi-step tasks like web research, data modeling, database access, and iterative code execution.”h2o.ai · checked Aug 1, 2026 |
| Action space· | no public information elicit.com · checked Aug 4, 2026 | “h2oGPTe Agents can autonomously generate multi-page PDFs with charts, tables, and flowcharts based on real-time data—complete with source code for full transparency.”h2o.ai · checked Aug 1, 2026 |
| Operating environment· | no public information elicit.com · checked Aug 4, 2026 | “h2oGPTe enables grounded query responses from secure, private data sources, including document repositories, knowledge bases, and databases”h2o.ai · checked Aug 1, 2026 |
| Initiative· | no public information elicit.com · checked Aug 4, 2026 | “Autonomous agentic AI: execute multi-step workflows autonomously”h2o.ai · checked Aug 1, 2026 |
Safety
| Field | Elicit | h2oGPTe |
|---|---|---|
| Safety evaluations· | “Elicit hit 95% search recall, 97% abstract screening, 99% full-text screening, and 96% extraction across 994 Cochrane reviews.”elicit.com · checked Aug 4, 2026 | “Transparent assessments with embedding and ML-driven evaluators Embedding-based metrics complemented with Natural Language Inference provide transparent, explainable and objective model assessments to enhance accountability and clarity.”h2o.ai · checked Aug 1, 2026 |
| Red teaming· | no public information elicit.com · checked Aug 4, 2026 | “Robust testing through automated question generation Automated question generation facilitates comprehensive testing to identify model vulnerabilities and improve reliability.”h2o.ai · checked Aug 1, 2026 |
| Safety policy· | no public information elicit.com · checked Aug 4, 2026 | “Customizable guardrails for AI safety h2oGPTe’s Guardrails and PII controls offer fine-grained access management and scoped response restrictions, enabling precise control over input and output boundaries.”h2o.ai · checked Aug 1, 2026 |
| Usage restrictions· | no public information elicit.com · checked Aug 4, 2026 | “Customizable guardrails for AI safety h2oGPTe’s Guardrails and PII controls offer fine-grained access management and scoped response restrictions, enabling precise control over input and output boundaries.”h2o.ai · checked Aug 1, 2026 |
| Data handling· | no public information elicit.com · checked Aug 4, 2026 |
Practicality
| Field | Elicit | h2oGPTe |
|---|---|---|
| Availability· | no public information elicit.com · checked Aug 4, 2026 | “If you're curious about what enterprise h2oGPT can do for your organization, get in touch with us. Fill out this form and we’ll have someone reach out with more information.”h2o.ai · checked Aug 1, 2026 |
| Integrations· | Elicit API and MCP “The Elicit API and MCP: Powering autonomous research engines The Elicit API and MCP server bring Elicit’s trusted capabilities to your agents and workflows.”elicit.com · checked Aug 4, 2026 | |
| Support model· | no public information elicit.com · checked Aug 4, 2026 |
Foundation models
| Field | Elicit | h2oGPTe |
|---|---|---|
| Base models· | no public information elicit.com · checked Aug 4, 2026 | “Llama2-based models for chat and coding are very similar to GPT-4”h2o.ai · checked Aug 1, 2026 |
| Model provider· | no public information elicit.com · checked Aug 4, 2026 | |
| Open weights· | no public information elicit.com · checked Aug 4, 2026 | “Openweight SLMs H2O Danube3: Lightweight, offline-capable small language models Openweight Vision-Language Models H2OVL Mississippi: OCR and Document AI with open multimodal models”h2o.ai · checked Aug 1, 2026 |
| Fine-tuning· | no public information elicit.com · checked Aug 4, 2026 |
Ecosystem
| Field | Elicit | h2oGPTe |
|---|---|---|
| Protocols supported· | MCP “The Elicit API and MCP: Powering autonomous research engines The Elicit API and MCP server bring Elicit’s trusted capabilities to your agents and workflows.”elicit.com · checked Aug 4, 2026 | no public information h2o.ai · checked Aug 1, 2026 |
| Tool use· | no public information elicit.com · checked Aug 4, 2026 | “h2oGPTe Agents can autonomously generate multi-page PDFs with charts, tables, and flowcharts based on real-time data—complete with source code for full transparency.”h2o.ai · checked Aug 1, 2026 |
| Multi-agent· | Powering autonomous research engines “The Elicit API and MCP: Powering autonomous research engines The Elicit API and MCP server bring Elicit’s trusted capabilities to your agents and workflows.”elicit.com · checked Aug 4, 2026 | “The industry’s first multi-agent Generative AI platform”h2o.ai · checked Aug 1, 2026 |
| API access· | Introducing the Elicit API “Introducing the Elicit API Search our 138M+ papers and generate Reports using our API.”elicit.com · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations | no public information h2o.ai · checked Aug 1, 2026 |
| Open source· | no public information elicit.com · checked Aug 4, 2026 | “Openweight SLMs H2O Danube3: Lightweight, offline-capable small language models Openweight Vision-Language Models H2OVL Mississippi: OCR and Document AI with open multimodal models”h2o.ai · checked Aug 1, 2026 |
| Marketplace presence· | no public information elicit.com · checked Aug 4, 2026 | “Ready-to-Use AI Apps H2O GenAI App Store: Prebuilt apps for industry-specific GenAI use cases”h2o.ai · checked Aug 1, 2026 |
Impact
| Field | Elicit | h2oGPTe |
|---|---|---|
| User base· | “Commonwealth Bank of Australia reduced scam losses by 70% using real-time GenAI and predictive AI from H2O.ai. LEARN MORE AT&T is transforming call center operations and cutting costs by 90% with H2O.ai’s GenAI.”h2o.ai · checked Aug 1, 2026 | |
| Deployment scale· | “10+ years of experience serving hundreds of Fortune 2000 companies”h2o.ai · checked Aug 1, 2026 | |
| Target sectors· | Pharmaceuticals, Academia, Medical devices & technology, Policy & government, Consumer goods, Industrials, Software & technology “Industries We live in a scientific world Elicit supports researchers across many domains and industries Pharmaceuticals Bring novel drugs to patients faster Learn more Academia Push the frontier of science forward Learn more Medical devices & technology Design safe and effective products for patients Learn more Policy & government Make evidence-based policies Learn more Consumer goods Improve products that billions rely on every day Learn more Industrials Discover new materials and engineer them at scale Example report Mitigating Temperature Drift in MEMS Sensors Software & technology Innovate on user experience, algorithmic performance, and more Example report Energy-Latency Trade-offs in Gesture Recognition Models”elicit.com · checked Aug 4, 2026 | no public information h2o.ai · checked Aug 1, 2026 |
| High-risk domains· | no public information elicit.com · checked Aug 4, 2026 | “ideal for audit-heavy sectors, ensuring each AI response is both accurate and verifiable.”h2o.ai · checked Aug 1, 2026 |
Disclosed by neither
Both Elicit and h2oGPTe publish nothing on these 22 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 22 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Pricing model
- Price point
- Deployment options
- Supported regions
- Model swappable
- Context window
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Compliance certifications
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
Questions
- How do Elicit and h2oGPTe compare on target sectors?
- Elicit: Pharmaceuticals, Academia, Medical devices & technology, Policy & government, Consumer goods, Industrials, Software & technology. h2oGPTe: no public information disclosed.
- How do Elicit and h2oGPTe compare on protocols supported?
- Elicit: MCP. h2oGPTe: no public information disclosed.
- How do Elicit and h2oGPTe compare on api access?
- Elicit: Introducing the Elicit API. h2oGPTe: no public information disclosed.