“We went through several of them and are now having much better outcomes training Claude on specific skills.”
in “Case management software/tech stack (and issues) - PI firm”
Home › Compare › Claude vs CoCounsel
Short answer. Claude has net sentiment +37 on 872 public lawyer voices and CoCounsel has +2 on 411, as of . Claude is ahead on this record: the two 90% bands do not overlap. Net is like minus dislike as a share of voices.
Claude ahead on this record: the two 90% bands do not overlap.
872 voices on Claude and 411 on CoCounsel, all public posts by lawyers and people who work with them, since 2023. This is how they describe using each tool, not a test of the tools. Claude is a general-purpose model by Anthropic; CoCounsel is a legal AI assistant by Thomson Reuters.
Why this pair: both sides have 10+ voices on record, and readers of our other legal pages (aivortex.io) open pages naming both tools often enough to clear our demand floor. That is a proxy for demand, not a count of visits to this site.
Rates and bands, not raw totals.
| Claude | CoCounsel | |
|---|---|---|
| Voices on record | 872 | 411 |
| Like · mixed · dislike | 492 · 103 · 169 | 152 · 84 · 142 |
| Net like minus dislike, % of voices | +37 90% band +33 to +41 | +2 90% band −4 to +9 |
| Confidence | High | High |
| Per 100 voices: like · dislike · name hallucinations | 56 · 19 · 6 | 37 · 35 · 7 |
| Latest voice |
Claude has the higher net (+37 against +2) and the two 90% bands do not overlap. That describes who posts and how they feel, not which product is better. Difference in net: +35 points (Claude minus CoCounsel).
What they were doing when they posted.
| Task | Claude | CoCounsel |
|---|---|---|
| Legal research | 82 voices · net +41 | 168 voices · net +17 |
| Drafting | 141 voices · net +57 | 35 voices · net +3 |
| Contract review | 65 voices · net +46 | 6 voices · net −17 |
| Citation checking | 31 voices · net +16 | 7 voices · net +14 |
| Discovery | 17 voices · net +35 | 18 voices · net 0 |
| Summarization | 27 voices · net +59 | 33 voices · net −30 |
| General use | 455 voices · net +28 | 135 voices · net −3 |
Net here is plain like minus dislike as a share of that task’s voices, with no band: a task needs 5+ voices on a side to show one. Tasks with fewer on both sides are left out. A voice has one task, set by our classifier.
Claude · complaints
Claude · what they value
CoCounsel · complaints
CoCounsel · what they value
Counts are voices that name that complaint or value (top three per tool). A voice can name one of each. Not a comparison of raw totals: the bigger side has more posts of every kind.
Each quote is a verbatim span of a counted voice, with its date and a link to the original.
On Claude · verbatim
“We went through several of them and are now having much better outcomes training Claude on specific skills.”
in “Case management software/tech stack (and issues) - PI firm”
“After test driving Harvey, the Lexus AI product, Chat, and Claude, we ended up going with a Claude team plan and keeping our Westlaw classic subscription (pretty cheap for our small law firm).”
“Zero Data Retention (ZDR) is Enterprise-only, not available on Team.”open
“If you're using Fable, your data is being retained for 30 days for abuse monitoring.”open
“Yeah, we require turning Claude memory off to prevent cross-matter contamination.”open
“We are using Claude Team and very happy with it.”open
“Done start your legal research with Claude. You'll get hallucinations and if even one ends up in the brief you file then you're in hot water.”open
“I would agree with sentiments, teams is a step up but Enterprise is where it’s proper enterprise grade.”open
“Team and Enterprise run under Anthropic's Commercial Terms, no training by default.”open
“Perplexity Enterprise Pro is $40 a seat, includes tokens, and is enterprise level with ZDR, audit trail, etc.”open
“The first version was sub par to be perfectly honest but early feedback of their new version is very positive.”open
“Claude Team doesn't train on your data, but client info is still being transmitted to Anthropic's servers, you're relying on their security, not your own.”open
“Just get CoCounsel. You’re over thinking trying to mix and match to save a few bucks.”open
“Bottom line: the Team plan is a big step up from the wild-west alternative, but I'd treat the ZDR/Enterprise terms as the actual privilege boundary, not the Team UI setting.”open
“From the compliance side, it's a headache. It was too much of a footgun with a ZDR + new model = non-compliant.”open
“We are using Eve and CoCounsel with Westlaw to avoid that right now while I build out some automation with Claude but my goal is to do essentially what you're doing and tie Claude to CoCounsel to be able to do everything in one place.”open
“When you crank it up to opus level extra it actually does this very well.”open
“I would use Perplexity Enterprise Pro- only $40 a seat and get the benefits of Claude Opus 8 and ChatGPT with a ZDR, audit trail, etc.”open
“Ultimately, they are warning that if you use any other tier (at this moment) that doesn't include ZDR or is a tenant solution that includes such, then your confidential information can be read by their employees in that 30-day hold.”open
“Anthropic states that you don't have confidentiality unless you use ZDR or a tenant solution that provides for confidentiality.”open
“It shines in analyzing long AIA construction docs and summarizing them or editing them within co-work.”open
“I allow claude access to my emails for admin support and select documents I feed it to prepare stuff I want it to prepare, then I finish up the work myself since its not able to prepare final work product to my liking anyway.”open
“Claude Teams provides no facility for you to do an ediscovery of your firm’s usage of Claude.”open
“If you have to do any sort of discovery or production of prompts and/or responses in Claude, Team won’t allow you to do so.”open
“As a lawyer, Claude 4 is the best writer, and usually, but not always, the leader in legal reasoning.”
in “Gemini-2.5-pro-preview-06-05”
On CoCounsel · verbatim
“I use CoCounsel extensively as a corporate associate. It is very good.”
in “Opinions on CoCounsel?” · 17 voices
“I ran a 40 lawyer pilot recently and came away impressed. Expected to hate it based on what I read, but the updated platform they rolled out in August is much better.”open
“The legal knowledge and database of citations and flags with Claude’s reasoning models can't be beat.”open
“I attended a demo of Westlaw's CoCounsel a few weeks ago and was thoroughly impressed.”open
“The last time I ran a prompt through cocounsel, its output was that I should consult an attorney.”open
“It can find cases that answer your question very well. But it can’t understand the significance of anything it finds, making it useless for drafting.”open
“In my opinion, it’s not enough better than a top tier ChatGPT subscription to be worth paying the price Thompson Reuters is asking.”open
“It's good - based off Claude - with LN resources (if you've paid and have access to them, of course). It's as perfectly mediocre as you'd expect.”open
“The partner I’m working with LOVES Cocounsel and I consistently struggle to make it do what I need it to do. Almost always faster to do it myself.”open
“No way to save instructions that I know of.”open
“From my experience, CoCounsel can reliably analyze facts/input I provide it with general legal concepts, but lacks the capacity to narrowly analyze or apply specific case law.”open
“I think it’s overpriced for what it does. But that’s based on my free trial a couple of months ago.”open
“It's pretty good for broadly picking stuff out of there but connected Claude can't see it which is a bummer.”open
“I've reduced understating/overstating significantly through those.”open
“Just act like it’s a law clerk and know you’re going to have to wade thru some crap to get things professional.”open
“It's got access to resources but the actual AI of it doesn't seem any better than the other products out there.”open
“I attended a demo of Westlaw's CoCounsel a few weeks ago and was thoroughly impressed.”
in “Opinions on CoCounsel?” · 17 voices
“I ran a 40 lawyer pilot recently and came away impressed. Expected to hate it based on what I read, but the updated platform they rolled out in August is much better.”open
“The legal knowledge and database of citations and flags with Claude’s reasoning models can't be beat.”open
“I use CoCounsel extensively as a corporate associate. It is very good.”open
“The last time I ran a prompt through cocounsel, its output was that I should consult an attorney.”open
“It can find cases that answer your question very well. But it can’t understand the significance of anything it finds, making it useless for drafting.”open
“In my opinion, it’s not enough better than a top tier ChatGPT subscription to be worth paying the price Thompson Reuters is asking.”open
“It's good - based off Claude - with LN resources (if you've paid and have access to them, of course). It's as perfectly mediocre as you'd expect.”open
“The partner I’m working with LOVES Cocounsel and I consistently struggle to make it do what I need it to do. Almost always faster to do it myself.”open
“No way to save instructions that I know of.”open
“From my experience, CoCounsel can reliably analyze facts/input I provide it with general legal concepts, but lacks the capacity to narrowly analyze or apply specific case law.”open
“I think it’s overpriced for what it does. But that’s based on my free trial a couple of months ago.”open
“It's pretty good for broadly picking stuff out of there but connected Claude can't see it which is a bummer.”open
“I've reduced understating/overstating significantly through those.”open
“Just act like it’s a law clerk and know you’re going to have to wade thru some crap to get things professional.”open
“It's got access to resources but the actual AI of it doesn't seem any better than the other products out there.”open
“I work at a law firm and CoCounsel[1] is pretty good.”
in “Higher-paid employees looking for work are having a tough time”
Voices from threads where posters name Claude and CoCounsel. Open the thread for the whole exchange.
“I use CoCounsel extensively as a corporate associate. It is very good.”
in “Opinions on CoCounsel?” · 17 voices
“I ran a 40 lawyer pilot recently and came away impressed. Expected to hate it based on what I read, but the updated platform they rolled out in August is much better.”open
“The legal knowledge and database of citations and flags with Claude’s reasoning models can't be beat.”open
“I attended a demo of Westlaw's CoCounsel a few weeks ago and was thoroughly impressed.”open
“The last time I ran a prompt through cocounsel, its output was that I should consult an attorney.”open
“It can find cases that answer your question very well. But it can’t understand the significance of anything it finds, making it useless for drafting.”open
“In my opinion, it’s not enough better than a top tier ChatGPT subscription to be worth paying the price Thompson Reuters is asking.”open
“It's good - based off Claude - with LN resources (if you've paid and have access to them, of course). It's as perfectly mediocre as you'd expect.”open
“The partner I’m working with LOVES Cocounsel and I consistently struggle to make it do what I need it to do. Almost always faster to do it myself.”open
“No way to save instructions that I know of.”open
“From my experience, CoCounsel can reliably analyze facts/input I provide it with general legal concepts, but lacks the capacity to narrowly analyze or apply specific case law.”open
“I think it’s overpriced for what it does. But that’s based on my free trial a couple of months ago.”open
“It's pretty good for broadly picking stuff out of there but connected Claude can't see it which is a bummer.”open
“I've reduced understating/overstating significantly through those.”open
“Just act like it’s a law clerk and know you’re going to have to wade thru some crap to get things professional.”open
“It's got access to resources but the actual AI of it doesn't seem any better than the other products out there.”open
“I've reduced understating/overstating significantly through those.”
in “Opinions on CoCounsel?” · 17 voices
“I ran a 40 lawyer pilot recently and came away impressed. Expected to hate it based on what I read, but the updated platform they rolled out in August is much better.”open
“The legal knowledge and database of citations and flags with Claude’s reasoning models can't be beat.”open
“I use CoCounsel extensively as a corporate associate. It is very good.”open
“I attended a demo of Westlaw's CoCounsel a few weeks ago and was thoroughly impressed.”open
“The last time I ran a prompt through cocounsel, its output was that I should consult an attorney.”open
“It can find cases that answer your question very well. But it can’t understand the significance of anything it finds, making it useless for drafting.”open
“In my opinion, it’s not enough better than a top tier ChatGPT subscription to be worth paying the price Thompson Reuters is asking.”open
“It's good - based off Claude - with LN resources (if you've paid and have access to them, of course). It's as perfectly mediocre as you'd expect.”open
“The partner I’m working with LOVES Cocounsel and I consistently struggle to make it do what I need it to do. Almost always faster to do it myself.”open
“No way to save instructions that I know of.”open
“From my experience, CoCounsel can reliably analyze facts/input I provide it with general legal concepts, but lacks the capacity to narrowly analyze or apply specific case law.”open
“I think it’s overpriced for what it does. But that’s based on my free trial a couple of months ago.”open
“It's pretty good for broadly picking stuff out of there but connected Claude can't see it which is a bummer.”open
“Just act like it’s a law clerk and know you’re going to have to wade thru some crap to get things professional.”open
“It's got access to resources but the actual AI of it doesn't seem any better than the other products out there.”open
“To be very clear, in my experience having these systems finely tuned to your individual work vs the level of tuning you can get out of harvey/cocounsel/co-pilot can represent 2-3x productivity increases.”
in “Harvey / Legora are awful.” · 38 voices
“Boomer here, but I think Harvey is incredible.”open
“When you know what you are doing and what you want, Harvey is great IMO.”open
“CoCounsel allows you to build workflows and combine with other sources too, though.”open
“The US caselaw search is better because you can combine it with other sources so you can have it look through a set of litigation documents and run caselaw research to help figure out their significance at the same time.”open
“Harvey vault is amazing for working with discovery productions.”open
“Harvey also has a US Caselaw database where whichever model you pick will directly search for cases in the database.”open
“Harvey can be used with Astra 6 or Fable, your firm just has to agree to API pricing.”open
“Harvey uses the Chat GPT and Claude models and you can actually pick which model.”open
“What pisses me off is that our clients ARE using Claude and ChatGPT themselves and we’re stuck using these inferior models.”open
“Alls I know is that I can’t keep track of all the platforms so I stick to my mans Harvey even though the other mans might be better.”open
“You do realize that Harvey was literally just an interface to access Claude since day 1.”open
“Harvey and Legora are inferior products, by magnitudes, and any firm that exclusively relies on these tools is falling behind in productivity and associate satisfaction.”open
“If you are using Fable and you give it enough project data, it can function like your associate on that case who has a mastery of facts and super fast turnaround.”open
“Harvey sucks because it's just an API built on top of open-source AI models, which are way behind the models currently available through openAI or Claude.”open
“This is basically a fine tuned version of the Kimi K3 model which they claim is better but is clearly worse”open
“Harvey does have its own propriety model. And yes, if you select a specific model, only the output is generated by that model, not all of the intervening tasks.”open
“There is no “Harvey” model. Harvey just picks one of the models based on your prompt.”open
“I like to think of Harvey as an energetic junior, does their best, a fine starting point, but doesn’t produce a product I’d be willing to send a client without a deeeep review”open
“Harvey's been killing it for me on the transaction side with the rote drafting and title work.”open
“I’ve been really impressed and don’t see how a tool could be much better”open
“I’ve been really impressed and don’t see how a tool could be much better”open
“I use Harvey daily and think it’s a fantastic product (as long as you use it to supplement, not replace your work product)”open
“I use co counsel for litigation and i find it is much more accurate for litigation research than claude, chatgpt, or gemini.”open
“I use co counsel for litigation and i find it is much more accurate for litigation research than claude, chatgpt, or gemini.”open
“Even when I add docs to a vault and ask for a review table, getting Harvey to actually “read” the docs is like pulling teeth.”open
“Claude code with a syfert.com MCP (or a courtlistener MCP, or ding duff) is 500% better than Harvey and Legora.”open
“It’s usually right but the times it isn’t it’s REALLY wrong.”open
“I also do not think I’m getting real Opus 5 when I select it in Harvey. And it’s hella slow.”open
“Harvey profits by arbitrating token costs, so they use the cheapest models they think can get away with for the bulk of response.”open
“They came out years later than Harvey, when firms already adopted Harvey, but yeah, firms should abandon Harveyw”open
“My firm has Harvey and CoCounsel, and I just use CC bc it has access to Westlaw.”open
“It routinely gives me genuinely “lazy” answers that fail to address what are obviously critical aspects of the issue, in a way that is not true of Fable or Astra”open
“The only reason firms choose Harvey is it doesn’t use our data to train its AI due to confidentiality, or else they are trash”open
“All other tasks, such as the actual research, review, etc, are handled by whatever model Harvey wants, including their own shitty “proprietary” models.”open
“CoCounsel allows you to build workflows and combine with other sources too, though.”
in “Harvey / Legora are awful.” · 38 voices
“Boomer here, but I think Harvey is incredible.”open
“When you know what you are doing and what you want, Harvey is great IMO.”open
“The US caselaw search is better because you can combine it with other sources so you can have it look through a set of litigation documents and run caselaw research to help figure out their significance at the same time.”open
“To be very clear, in my experience having these systems finely tuned to your individual work vs the level of tuning you can get out of harvey/cocounsel/co-pilot can represent 2-3x productivity increases.”open
“Harvey vault is amazing for working with discovery productions.”open
“Harvey also has a US Caselaw database where whichever model you pick will directly search for cases in the database.”open
“Harvey can be used with Astra 6 or Fable, your firm just has to agree to API pricing.”open
“Harvey uses the Chat GPT and Claude models and you can actually pick which model.”open
“What pisses me off is that our clients ARE using Claude and ChatGPT themselves and we’re stuck using these inferior models.”open
“Alls I know is that I can’t keep track of all the platforms so I stick to my mans Harvey even though the other mans might be better.”open
“You do realize that Harvey was literally just an interface to access Claude since day 1.”open
“Harvey and Legora are inferior products, by magnitudes, and any firm that exclusively relies on these tools is falling behind in productivity and associate satisfaction.”open
“If you are using Fable and you give it enough project data, it can function like your associate on that case who has a mastery of facts and super fast turnaround.”open
“Harvey sucks because it's just an API built on top of open-source AI models, which are way behind the models currently available through openAI or Claude.”open
“This is basically a fine tuned version of the Kimi K3 model which they claim is better but is clearly worse”open
“Harvey does have its own propriety model. And yes, if you select a specific model, only the output is generated by that model, not all of the intervening tasks.”open
“There is no “Harvey” model. Harvey just picks one of the models based on your prompt.”open
“I like to think of Harvey as an energetic junior, does their best, a fine starting point, but doesn’t produce a product I’d be willing to send a client without a deeeep review”open
“Harvey's been killing it for me on the transaction side with the rote drafting and title work.”open
“I’ve been really impressed and don’t see how a tool could be much better”open
“I’ve been really impressed and don’t see how a tool could be much better”open
“I use Harvey daily and think it’s a fantastic product (as long as you use it to supplement, not replace your work product)”open
“I use co counsel for litigation and i find it is much more accurate for litigation research than claude, chatgpt, or gemini.”open
“I use co counsel for litigation and i find it is much more accurate for litigation research than claude, chatgpt, or gemini.”open
“Even when I add docs to a vault and ask for a review table, getting Harvey to actually “read” the docs is like pulling teeth.”open
“Claude code with a syfert.com MCP (or a courtlistener MCP, or ding duff) is 500% better than Harvey and Legora.”open
“It’s usually right but the times it isn’t it’s REALLY wrong.”open
“I also do not think I’m getting real Opus 5 when I select it in Harvey. And it’s hella slow.”open
“Harvey profits by arbitrating token costs, so they use the cheapest models they think can get away with for the bulk of response.”open
“They came out years later than Harvey, when firms already adopted Harvey, but yeah, firms should abandon Harveyw”open
“My firm has Harvey and CoCounsel, and I just use CC bc it has access to Westlaw.”open
“It routinely gives me genuinely “lazy” answers that fail to address what are obviously critical aspects of the issue, in a way that is not true of Fable or Astra”open
“The only reason firms choose Harvey is it doesn’t use our data to train its AI due to confidentiality, or else they are trash”open
“All other tasks, such as the actual research, review, etc, are handled by whatever model Harvey wants, including their own shitty “proprietary” models.”open
From the same record as the tables above.
Claude has net sentiment +37 on 872 public lawyer voices and CoCounsel has +2 on 411, as of . Claude is ahead on this record: the two 90% bands do not overlap. Net is like minus dislike as a share of voices.
We count 872 public voices on Claude and 411 on CoCounsel, posted since 2023 by lawyers and people who work with them, as of . Each voice is one post or comment that names the tool.
Net sentiment (like minus dislike, as a share of voices) is +37 for Claude, 90% band +33 to +41, and +2 for CoCounsel, 90% band −4 to +9. Claude has the higher net (+37 against +2) and the two 90% bands do not overlap. That describes who posts and how they feel, not which product is better.
The task named most often on Claude is general use (455 of 872 voices); on CoCounsel it is legal research (168 of 411 voices). A voice has one task, set by our classifier.
Task reports with both: Legal research report · Drafting report · Summarization report