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Side-by-side comparison · Legal, Finance & HR

CoCounsel vs Eightfold vs Spellbook

Everything that matters when choosing between them, in one place: our rating, what each can do, what they cost, and the trade-offs.

CoCounsel

3.8

Free to start

Eightfold

3.6

Free to start

Best overall

Spellbook

3.9

Free to start

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: Large employers and HR teams that want skills-based matching across hiring, internal mobility and workforce planning.

Best overallEasiest to use

Pick it if: Commercial lawyers, small firms and in-house teams who review and draft contracts in Word every day.

Overview

AttributeCoCounselEightfoldSpellbook
In one lineThomson Reuters' legal AI for research, drafting and document review, built on Westlaw.Matches people to jobs by skills, for hiring, internal moves and workforce planning.Drafts, reviews and redlines contracts inside Microsoft Word.
Pricing modelPaidPaidPaid
Starting priceSee websiteSee websiteSee website
Free plan No No No
Works with Claude Code Yes Yes No

Rating breakdown

Our scores out of 5. The higher bar in each row is highlighted.

AttributeCoCounselEightfoldSpellbook
Overall rating3.83.63.9Winner
Ease of useHow quickly someone non-technical gets value from it.
4.0
3.5
4.5
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.5
4.5
4.0
Output qualityHow good the results are before you fix them.
4.0
3.5
4.0
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
4.0

Feature comparison

A tick means it does this today. A dash means we haven't checked.

AttributeCoCounselEightfoldSpellbook
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–
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–– Yes
Works in many languages– Yes–
Capabilities score6/ 176/ 176/ 17

Pricing

Plans as listed on each vendor's site when we last checked. Confirm before you buy.

AttributeCoCounselEightfoldSpellbook
Plans

CoCounsel Essentials

Custom

Firms adding AI to an existing Westlaw or Practical Law plan.

EnterpriseOur pick

Custom

Large employers and public sector bodies.

Free trial

Free for 7 days

Testing it on real contracts before you talk price.

CoCounsel LegalOur pick

Custom

Teams that want the full research, review and drafting set.

Law FirmsOur pick

Custom

Private practice firms of any size.

In-House Teams

Custom

Corporate legal departments.

Which plan to pickTalk 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.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.Run the 7-day trial on contracts you actually negotiate, then ask for a quote. Get the per-seat price and any minimum term in writing, as third-party reports put prices anywhere from under US$200 to around US$350 per user a month.

Key features

AttributeCoCounselEightfoldSpellbook
Standout features
  • Research with citations
  • Deep research and agent steps
  • Tabular document review
  • Brief and document drafting
  • Works where lawyers work
  • Talent matching
  • Candidate rediscovery
  • AI Interviewer
  • Talent management
  • Workforce planning
  • Review
  • Draft
  • Benchmarks and Compare
  • Playbooks
  • Associate

Pros and cons

AttributeCoCounselEightfoldSpellbook
Pros
  • Research answers grounded in Westlaw with clickable citations
  • Handles large document reviews in a table
  • Works inside Word, Outlook and Teams
  • Backed by a long-standing legal publisher
  • Official MCP connection for Claude
  • One skills view across hiring, internal mobility and planning
  • Finds good candidates already in your database
  • Published bias audits and strong security certifications
  • Used by large companies and governments
  • Works inside Word with tracked-change redlines
  • Quick to learn, with little setup
  • Playbooks keep a team's positions consistent
  • Free trial before you talk to sales
  • Zero data retention agreements with AI providers
Cons
  • No public pricing, and costs vary a lot depending on your Westlaw contract
  • Product names and tiers are confusing
  • Built mainly for US law
  • Like every legal AI, its answers and citations still need checking
  • Big implementation project with a rough setup, by reviewers' accounts
  • Reporting is limited and match scores don't always rank the best people first
  • 2026 lawsuit over undisclosed applicant scores (Eightfold disputes it)
  • No public pricing; enterprise budgets only
  • No public pricing, and reported prices rose in late 2025
  • Word only, so Google Docs users are left out
  • Can suggest wrong or made-up language, so every change needs checking
  • No built-in contract repository or approval workflow

Who each one is for

AttributeCoCounselEightfoldSpellbook
Best for
  • Legal research with linked case citations
  • Drafting briefs and memos
  • Reviewing large document sets against set questions
  • Firms already paying for Westlaw
  • Matching applicants to roles by skills
  • Rediscovering past applicants in your database
  • Internal mobility and career paths
  • Workforce and skills planning
  • Reviewing and redlining contracts in Word
  • Drafting clauses and agreements from your templates
  • Applying a team playbook consistently
  • Small firms and in-house legal teams
You'll find it used by
  • Litigators
  • Law firms
  • In-house legal teams
  • Government legal teams
  • Talent acquisition teams
  • HR leaders
  • Workforce planners
  • Government agencies
  • Commercial lawyers
  • Small law firms
  • In-house legal teams
  • Founders handling contracts

Questions people ask

Which is better, CoCounsel, Eightfold or Spellbook?

Spellbook scores highest overall in our ratings (CoCounsel 3.8/5, Eightfold 3.6/5 and Spellbook 3.9/5). CoCounsel is best for legal research with linked case citations and drafting briefs and memos. Eightfold is best for matching applicants to roles by skills and rediscovering past applicants in your database. Spellbook is best for reviewing and redlining contracts in Word and drafting clauses and agreements from your templates.

Which is cheaper, CoCounsel, Eightfold or Spellbook?

CoCounsel: 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. Spellbook: Pricing isn't published; check the vendor's site for a quote.

Which is easier to use, CoCounsel, Eightfold or Spellbook?

Spellbook rates highest for ease of use in our scores. Commercial lawyers, small firms and in-house teams who review and draft contracts in Word every day.

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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