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agent · ai-research-agents

CoCounsel 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

FieldCoCounselh2oGPTe
Audit trail·
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·
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·
We have developed and implemented prompting "guardrails," ensuring our GenAI-based products will only produce responses from content drawn from a clearly defined and limited set of verified information, such as our own content databases. This practice restricts the large language model's ability to produce potentially objectionable content broadly sourced from the internet.
www.thomsonreuters.com · checked Aug 1, 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·
Retention of user content and prompts is customized to fit customer needs and set up at the organization account level with the support of a Thomson Reuters client manager.
www.thomsonreuters.com · checked Aug 1, 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·
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

FieldCoCounselh2oGPTe
Autonomy level·
Autonomous agentic AI: execute multi-step workflows autonomously
h2o.ai · checked Aug 1, 2026
Human oversight·
Fiduciary‑Grade AI is designed to support human judgment, not replace it. Professionals remain responsible for the advice they give, the decisions they make, and the work they sign off on.
www.thomsonreuters.com · checked Aug 1, 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·
Accelerate legal, tax, audit, compliance, and drafting work with purpose-built AI grounded in authority, transparency, and trust
www.thomsonreuters.com · checked Aug 1, 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·
Connected to the tools you already use, including Westlaw, Practical Law, Checkpoint, Microsoft 365, and document management system partners
www.thomsonreuters.com · checked Aug 1, 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·
Connected to the tools you already use, including Westlaw, Practical Law, Checkpoint, Microsoft 365, and document management system partners
www.thomsonreuters.com · checked Aug 1, 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·
Autonomous agentic AI: execute multi-step workflows autonomously
h2o.ai · checked Aug 1, 2026

Safety

FieldCoCounselh2oGPTe
Safety evaluations·
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·
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·
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·
CoCounsel is not a replacement for outside counsel when the stakes are high
www.thomsonreuters.com · checked Aug 1, 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·
Keep your data isolated and secure.
h2o.ai · checked Aug 1, 2026

Practicality

FieldCoCounselh2oGPTe
Availability·
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
Deployment options·
We process all interactions with OpenAI GPT and Google Gemini in the U.S. We host backup data in separate availability time zones in the U.S.* *Region-based hosting is available in the UK, Australia, and Canada.
www.thomsonreuters.com · checked Aug 1, 2026
no public information
h2o.ai · checked Aug 1, 2026
Integrations·
Connected to the tools you already use, including Westlaw, Practical Law, Checkpoint, Microsoft 365, and document management system partners
www.thomsonreuters.com · checked Aug 1, 2026
Supported regions·
Region-based hosting is available in the UK, Australia, and Canada.
www.thomsonreuters.com · checked Aug 1, 2026
no public information
h2o.ai · checked Aug 1, 2026
Support model·

Foundation models

FieldCoCounselh2oGPTe
Base models·
We process all interactions with OpenAI GPT and Google Gemini in the U.S.
www.thomsonreuters.com · checked Aug 1, 2026
Llama2-based models for chat and coding are very similar to GPT-4
h2o.ai · checked Aug 1, 2026
Model provider·
We process all interactions with OpenAI GPT and Google Gemini in the U.S.
www.thomsonreuters.com · checked Aug 1, 2026
H2O.ai created first Open Source AI for Enterprise
h2o.ai · checked Aug 1, 2026
Open weights·
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·

Ecosystem

FieldCoCounselh2oGPTe
Tool use·
Connected to the tools you already use, including Westlaw, Practical Law, Checkpoint, Microsoft 365, and document management system partners
www.thomsonreuters.com · checked Aug 1, 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·
The industry’s first multi-agent Generative AI platform
h2o.ai · checked Aug 1, 2026
Open source·
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·
Ready-to-Use AI Apps H2O GenAI App Store: Prebuilt apps for industry-specific GenAI use cases
h2o.ai · checked Aug 1, 2026

Impact

FieldCoCounselh2oGPTe
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·
Legal professionals Tax professionals Audit professionals Accounting professionals
www.thomsonreuters.com · checked Aug 1, 2026
no public information
h2o.ai · checked Aug 1, 2026
High-risk domains·
Fiduciary‑Grade AI is designed for professional work where outputs may influence legal judgments, financial disclosures, regulatory filings, compliance decisions, or client advice.
www.thomsonreuters.com · checked Aug 1, 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 CoCounsel 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
  • Model swappable
  • Context window
  • Protocols supported
  • API access
  • 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