Side-by-side comparison · Legal, Finance & HR
CoCounsel vs DataSnipper vs Eightfold
Everything that matters when choosing between them, in one place: our rating, what each can do, what they cost, and the trade-offs.
Comparing 3 tools, the maximum.
At a glance
Pick it if: Law firms and legal teams, mostly in the US, that already use Westlaw or Practical Law.
Pick it if: Audit firms and internal audit, controllership and finance teams who test and reconcile figures in Excel.
Pick it if: Large employers and HR teams that want skills-based matching across hiring, internal mobility and workforce planning.
Overview
| Attribute | CoCounsel | DataSnipper | Eightfold |
|---|---|---|---|
| In one line | Thomson Reuters' legal AI for research, drafting and document review, built on Westlaw. | Excel add-in that matches audit and finance work to source documents automatically. | Matches people to jobs by skills, for hiring, internal moves and workforce planning. |
| Pricing model | Paid | Paid | Paid |
| Starting price | See website | See website | See website |
| Free plan | No | No | No |
| Works with Claude Code | Yes | No | Yes |
Rating breakdown
Our scores out of 5. The higher bar in each row is highlighted.
| Attribute | CoCounsel | DataSnipper | Eightfold |
|---|---|---|---|
| Overall rating | 3.8 | 4.0Winner | 3.6 |
| Ease of useHow quickly someone non-technical gets value from it. | 4.0 | 4.5 | 3.5 |
| FeaturesHow completely it covers its own job, and how well the pieces fit together. | 4.5 | 4.5 | 4.5 |
| Output qualityHow good the results are before you fix them. | 4.0 | 4.5 | 3.5 |
| Value for moneyWhat you get for the price, including the free plan. | 3.0 | 3.0 | 3.0 |
| Speed & reliabilityHow fast it is and how often it falls over. | 3.5 | 3.5 | 3.5 |
Feature comparison
A tick means it does this today. A dash means we haven't checked.
| Attribute | CoCounsel | DataSnipper | Eightfold |
|---|---|---|---|
| Access & platform | |||
| Free plan | No | No | No |
| Mobile app | – | – | – |
| Desktop app | – | Yes | – |
| Browser extension | – | – | – |
| API access | Yes | – | Yes |
| Teams & business | |||
| Team workspace | Yes | Yes | Yes |
| Enterprise plan or SSO | Yes | Yes | Yes |
| Connects to other apps | Yes | Yes | Yes |
| Open source or self-hosted | No | No | No |
| AI abilities | |||
| Works with your files | Yes | Yes | – |
| Understands images | – | – | – |
| Makes images | No | No | No |
| Makes video | No | No | No |
| Writes code | – | – | – |
| Runs agents or automations | Yes | Yes | Yes |
| Learns your brand or style | – | – | – |
| Works in many languages | – | – | Yes |
| Capabilities score | 6/ 17 | 6/ 17 | 6/ 17 |
Pricing
Plans as listed on each vendor's site when we last checked. Confirm before you buy.
| Attribute | CoCounsel | DataSnipper | Eightfold |
|---|---|---|---|
| Plans | CoCounsel Essentials Custom Firms adding AI to an existing Westlaw or Practical Law plan. | Start Custom Teams that need matching and extraction in Excel. | EnterpriseOur pick Custom Large employers and public sector bodies. |
CoCounsel LegalOur pick Custom Teams that want the full research, review and drafting set. | AccelerateOur pick Custom Teams adding AI agents to their testing. | ||
Elevate Custom Large firms running agents end to end. | |||
| Which plan to pick | Talk to your Thomson Reuters account manager, since price depends on your Westlaw contract. Ask for a trial on real matters and compare the full CoCounsel Legal tier with the cheaper Essentials bundle before you choose. | Start is enough if your team mainly vouches and ticks figures. Accelerate is where the AI agents come in, which is what most teams buying now want. Ask about seat minimums before you commit. | Pricing is by quote. Start with the module that solves your biggest problem (usually talent acquisition), and ask for the bias audit results and how candidate scores are disclosed. |
Key features
| Attribute | CoCounsel | DataSnipper | Eightfold |
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Pros and cons
| Attribute | CoCounsel | DataSnipper | Eightfold |
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Who each one is for
| Attribute | CoCounsel | DataSnipper | Eightfold |
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Questions people ask
Which is better, CoCounsel, DataSnipper or Eightfold?
DataSnipper scores highest overall in our ratings (CoCounsel 3.8/5, DataSnipper 4.0/5 and Eightfold 3.6/5). CoCounsel is best for legal research with linked case citations and drafting briefs and memos. DataSnipper is best for vouching and tick-and-tie in Excel and pulling figures out of PDFs into a workbook. Eightfold is best for matching applicants to roles by skills and rediscovering past applicants in your database.
Which is cheaper, CoCounsel, DataSnipper or Eightfold?
CoCounsel: Pricing isn't published; check the vendor's site for a quote. DataSnipper: Pricing isn't published; check the vendor's site for a quote. Eightfold: Pricing isn't published; check the vendor's site for a quote.
Which is easier to use, CoCounsel, DataSnipper or Eightfold?
DataSnipper rates highest for ease of use in our scores. Audit firms and internal audit, controllership and finance teams who test and reconcile figures in Excel.
How we compare
Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability.
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