agent · ai-research-agents
CoCounsel vs Elicit
55 fields both were evaluated on, 23 of them different — including where one discloses something the other does not. Every value links to the document it came from. 32 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | CoCounsel | Elicit |
|---|---|---|
| Audit trail· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | 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 |
| Explainability· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | 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 |
| 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 | no public information elicit.com · checked Aug 4, 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 | no public information elicit.com · checked Aug 4, 2026 |
Agency
| Field | CoCounsel | Elicit |
|---|---|---|
| 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 | no public information elicit.com · checked Aug 4, 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 | no public information elicit.com · checked Aug 4, 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 | no public information elicit.com · checked Aug 4, 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 | no public information elicit.com · checked Aug 4, 2026 |
Safety
| Field | CoCounsel | Elicit |
|---|---|---|
| Safety evaluations· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | “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 |
| Usage restrictions· | “CoCounsel is not a replacement for outside counsel when the stakes are high”www.thomsonreuters.com · checked Aug 1, 2026 | no public information elicit.com · checked Aug 4, 2026 |
Practicality
| Field | CoCounsel | Elicit |
|---|---|---|
| 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 elicit.com · checked Aug 4, 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 | 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 |
| Supported regions· | “Region-based hosting is available in the UK, Australia, and Canada.”www.thomsonreuters.com · checked Aug 1, 2026 | no public information elicit.com · checked Aug 4, 2026 |
Foundation models
| Field | CoCounsel | Elicit |
|---|---|---|
| Base models· | “We process all interactions with OpenAI GPT and Google Gemini in the U.S.”www.thomsonreuters.com · checked Aug 1, 2026 | no public information elicit.com · checked Aug 4, 2026 |
| Model provider· | “We process all interactions with OpenAI GPT and Google Gemini in the U.S.”www.thomsonreuters.com · checked Aug 1, 2026 | no public information elicit.com · checked Aug 4, 2026 |
Ecosystem
| Field | CoCounsel | Elicit |
|---|---|---|
| Protocols supported· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | 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 |
| 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 | no public information elicit.com · checked Aug 4, 2026 |
| Multi-agent· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | 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 |
| API access· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | 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 |
Impact
| Field | CoCounsel | Elicit |
|---|---|---|
| User base· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | |
| Deployment scale· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | |
| Target sectors· | “Legal professionals Tax professionals Audit professionals Accounting professionals”www.thomsonreuters.com · checked Aug 1, 2026 | 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 |
| 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 | no public information elicit.com · checked Aug 4, 2026 |
Disclosed by neither
Both CoCounsel and Elicit publish nothing on these 32 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 32 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Initiative
- Documented incidents
- Pricing model
- Price point
- Availability
- Support model
- Model swappable
- Open weights
- Fine-tuning
- Context window
- Open source
- Marketplace presence
- Red teaming
- Safety policy
- Model or system card
- Incident reporting
- Third-party evaluations
- Data handling
- 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
- Evaluation coverage
Questions
- How do CoCounsel and Elicit compare on user base?
- CoCounsel: no public information disclosed. Elicit: OVER 5 MILLION RESEARCHERS.
- How do CoCounsel and Elicit compare on protocols supported?
- CoCounsel: no public information disclosed. Elicit: MCP.
- How do CoCounsel and Elicit compare on multi-agent?
- CoCounsel: no public information disclosed. Elicit: Powering autonomous research engines.
- How do CoCounsel and Elicit compare on api access?
- CoCounsel: no public information disclosed. Elicit: Introducing the Elicit API.
- How do CoCounsel and Elicit compare on audit trail?
- CoCounsel: no public information disclosed. Elicit: reproducible, traceable, and auditable at every step.
- How do CoCounsel and Elicit compare on explainability?
- CoCounsel: no public information disclosed. Elicit: supports all AI-generated claims with sentence-level citations from the underlying sources.