agent · ai-research-agents
Causaly vs CoCounsel
55 fields both were evaluated on, 20 of them different — including where one discloses something the other does not. Every value links to the document it came from. 35 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Causaly | CoCounsel |
|---|---|---|
| Audit trail· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | |
| Explainability· | no public information www.thomsonreuters.com · 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 | |
| Permission scopes· | no public information causaly.com · checked Aug 1, 2026 | “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 |
Agency
| Field | Causaly | CoCounsel |
|---|---|---|
| Human oversight· | no public information causaly.com · checked Aug 1, 2026 | “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 |
| Goal complexity· | no public information causaly.com · checked Aug 1, 2026 | “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 |
| Action space· | no public information causaly.com · checked Aug 1, 2026 | “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 |
| Operating environment· | no public information causaly.com · checked Aug 1, 2026 | “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 |
Safety
| Field | Causaly | CoCounsel |
|---|---|---|
| Usage restrictions· | no public information causaly.com · checked Aug 1, 2026 | “CoCounsel is not a replacement for outside counsel when the stakes are high”www.thomsonreuters.com · checked Aug 1, 2026 |
Practicality
| Field | Causaly | CoCounsel |
|---|---|---|
| Deployment options· | no public information causaly.com · checked Aug 1, 2026 | “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 |
| 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· | no public information causaly.com · checked Aug 1, 2026 | “Region-based hosting is available in the UK, Australia, and Canada.”www.thomsonreuters.com · checked Aug 1, 2026 |
Foundation models
| Field | Causaly | CoCounsel |
|---|---|---|
| Base models· | no public information causaly.com · checked Aug 1, 2026 | “We process all interactions with OpenAI GPT and Google Gemini in the U.S.”www.thomsonreuters.com · checked Aug 1, 2026 |
| Model provider· | no public information causaly.com · checked Aug 1, 2026 | “We process all interactions with OpenAI GPT and Google Gemini in the U.S.”www.thomsonreuters.com · checked Aug 1, 2026 |
Ecosystem
| Field | Causaly | CoCounsel |
|---|---|---|
| Protocols supported· | no public information www.thomsonreuters.com · checked Aug 1, 2026 | |
| Tool use· | “Tools, models and data are carefully selected for agents which collaborate, cross-validate, and handoff seamlessly”causaly.com · checked Aug 1, 2026 | “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 |
| Multi-agent· | “agents which collaborate, cross-validate, and handoff seamlessly”causaly.com · checked Aug 1, 2026 | no public information www.thomsonreuters.com · checked Aug 1, 2026 |
| API access· | no public information www.thomsonreuters.com · checked Aug 1, 2026 |
Impact
| Field | Causaly | CoCounsel |
|---|---|---|
| Target sectors· | “Legal professionals Tax professionals Audit professionals Accounting professionals”www.thomsonreuters.com · 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 |
Disclosed by neither
Both Causaly and CoCounsel publish nothing on these 35 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 35 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Initiative
- User base
- Deployment scale
- Documented incidents
- Pricing model
- Price point
- Availability
- Support model
- Model swappable
- Open weights
- Fine-tuning
- Context window
- Open source
- Marketplace presence
- Safety evaluations
- 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