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

Booke AI vs CoCounsel 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.

Booke AI

3.8

From $129/business/mo

CoCounsel

3.8

Free to start

Eightfold

3.6

Free to start

Comparing 3 tools, the maximum.

At a glance

Best valueEasiest to use

Pick it if: Bookkeepers and accounting firms managing many small-business clients on Xero or QuickBooks Online.

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.

Overview

AttributeBooke AICoCounselEightfold
In one lineAI bookkeeper that sorts your bank transactions in Xero and QuickBooks.Thomson 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.
Pricing modelPaidPaidPaid
Starting price$129/business/moSee websiteSee website
Free plan No No No
Works with Claude Code No Yes Yes

Rating breakdown

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

AttributeBooke AICoCounselEightfold
Overall rating3.83.83.6
Ease of useHow quickly someone non-technical gets value from it.
4.5
4.0
3.5
FeaturesHow completely it covers its own job, and how well the pieces fit together.
3.5
4.5
4.5
Output qualityHow good the results are before you fix them.
3.5
4.0
3.5
Value for moneyWhat you get for the price, including the free plan.
3.5
3.0
3.0
Speed & reliabilityHow fast it is and how often it falls over.
4.0
3.5
3.5

Feature comparison

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

AttributeBooke AICoCounselEightfold
Access & platform
Free plan No No No
Mobile app–––
Desktop app–––
Browser extension–––
API access– Yes Yes
Teams & business
Team workspace Yes Yes Yes
Enterprise plan or SSO– 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 score4/ 176/ 176/ 17

Pricing

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

AttributeBooke AICoCounselEightfold
Plans

AI Bookkeeper (Business)Our pick

$129/business/mo

A single business doing its own books.

CoCounsel Essentials

Custom

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

EnterpriseOur pick

Custom

Large employers and public sector bodies.

AI Bookkeeper (Accounting Firms)

Custom

Firms managing many client files.

CoCounsel LegalOur pick

Custom

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

Which plan to pickA single business should weigh US$129 a month against the AI matching already built into Xero or QuickBooks. Bookkeeping firms should ask for the firm pricing, which is set per firm and adds multi-client management.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.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

AttributeBooke AICoCounselEightfold
Standout features
  • Transaction categorisation
  • Document matching and OCR
  • Client requests
  • Rules and exception review
  • White-label for firms
  • 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

Pros and cons

AttributeBooke AICoCounselEightfold
Pros
  • Simple to set up and use, according to Xero App Store reviews
  • Handles both coding and chasing clients for receipts
  • White-label portal for accounting firms
  • Published price for a single business
  • 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
Cons
  • Only works with Xero, QuickBooks Online and Zoho Books
  • US$129 a month per business is steep for sole traders
  • No free plan, and trial terms aren't clear on the site
  • Categorisation still needs a bookkeeper's review on unusual items
  • 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

Who each one is for

AttributeBooke AICoCounselEightfold
Best for
  • Categorising bank feed transactions
  • Chasing clients for missing receipts
  • Bookkeeping firms with many small clients
  • Xero and QuickBooks Online users
  • 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
You'll find it used by
  • Bookkeepers
  • Accounting firms
  • Small business owners
  • Litigators
  • Law firms
  • In-house legal teams
  • Government legal teams
  • Talent acquisition teams
  • HR leaders
  • Workforce planners
  • Government agencies

Questions people ask

Which is better, Booke AI, CoCounsel or Eightfold?

They tie on our overall rating (Booke AI 3.8/5, CoCounsel 3.8/5 and Eightfold 3.6/5). Booke AI is best for categorising bank feed transactions and chasing clients for missing receipts. 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.

Which is cheaper, Booke AI, CoCounsel or Eightfold?

Booke AI: There's no free plan. Paid plans start at $129/business/mo. 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.

Which is easier to use, Booke AI, CoCounsel or Eightfold?

Booke AI rates highest for ease of use in our scores. Bookkeepers and accounting firms managing many small-business clients on Xero or QuickBooks Online.

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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