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GC AI vs CoCounsel: Choosing the Right Legal AI for In-House Counsel
CoCounsel runs legal research on the Westlaw corpus. GC AI handles the rest of the in-house week: contracts, redlines, regulatory reads, and the drafting in between. Here is how to tell which job your team needs done, and when the answer is both.
Why In-House Lawyers Need Purpose-Built Legal AI
What is GC AI?
GC AI is an enterprise-grade legal AI platform trained specifically for in-house legal work. It connects your company’s contracts, policies, and data sources with the intelligence of modern LLMs, delivering precise, contextual answers that help legal teams accelerate business decisions. Unlike generic AI, GC AI understands contracts, compliance, and company context, so every answer aligns with how your business and legal team operate.
1,900+ in-house legal teams use GC AI daily, including 80+ public companies and 25 unicorns. In our December 2025 study of 100+ active customers, teams reported:
14 HRS
Saved per week per lawyer
14%
Reduction in outside counsel spend
21%
Greater accuracy than generalist AI
97.5%
See value in month 1

GC AI's CEO and co-founder, Cecilia Ziniti, was a general counsel three times (Anki, Bloomtech, and Replit), in-house counsel at Amazon and Cruise, and started her career in-house as a paralegal at Yahoo.
Ziniti built GC AI to solve the problems she encountered firsthand as an in-house lawyer. That experience is embedded directly into GC AI's system prompt, tone, and workflows.
Compare GC AI vs CoCounsel
Product category
Enterprise legal AI platform
Legal research engine over Westlaw and Practical Law
Primary buyer
The in-house counsel team
Litigators and research-heavy teams already on Westlaw
Built for
The in-house lawyer's full analytical workload
Deep case-law and regulatory research grounded in a proprietary corpus
Core use case
Contract review, redlining, research, drafting, employment, privacy, board prep, stakeholder communication
Case-law research, litigation drafting, multi-state regulatory surveys, document review
AI capabilities
Easy Prompt, Exact Quote, Playbooks, multi-agent Research, Skill Library, Chat2 in Word
CoCounsel Legal agentic workflows: Deep Research, discovery, complaint drafting, deposition review
Research backbone
LLM models grounded by Exact Quote character-level citations plus multi-agent primary-law research, now including US Case Law across 13M+ US court opinions with treatment flags
Westlaw and Practical Law corpus, with KeyCite-backed citations
Word integration
Native: GC AI runs inside the Word document to redline, draft, issue-spot, and run web research as you read
Microsoft Word add-in for drafting and Practical Law playbook contract review
Citations
Exact Quote: character-level verbatim citation from your own documents
Primary-source citations within Westlaw and Practical Law
Pricing
$500/month/seat or $5,000/year/seat, no research-database subscription
$104 to $639 per user per month (configurator for firms up to 10 attorneys; CoCounsel Legal sales-quoted), plus the underlying Westlaw subscription, as of July 2026
Free trial
14-day, no credit card
Free trial by request on CoCounsel Essentials
Security
SOC 2 Type II, SOC 3, GDPR, ZDR with OpenAI and Anthropic, AES-256
SOC 2 Type II, ISO 27001
Best for
AI-powered contract review, research, and drafting for in-house teams
Westlaw-grounded legal research for litigators and research-heavy teams
What GC AI Delivers for Your Legal Work
Here is how these differences show up in your daily workflow.
Watch a demo of GC AI by Cecilia Ziniti, CEO, Founder and 3X GC
Calculate Your ROI with GC AI
We asked 100+ customers what changed after adopting GC AI. They reported a 14% reduction in outside counsel spend, which translates to approximately $252,000 in annual savings for the median company.
See what those numbers look like for your team.
Case studies
What In-House Teams Say About GC AI
Who Should Choose CoCounsel vs GC AI?
Two questions settle the call: how much of your week is deep research, and whether you already run the Thomson Reuters stack.
Choose CoCounsel if:
Case-law and regulatory research is the core of most of your weeks.
You run litigation-grade or precedent-heavy drafting (motion practice, multi-state regulatory analysis, transactional work grounded in Practical Law).
Westlaw is already your primary research surface, and you want the AI layer piped into that corpus.
If those describe your team, CoCounsel pipes the Thomson Reuters corpus into the AI layer better than a platform built for a different job, and the decision runs between CoCounsel and other research-grounded tools.
Choose GC AI if:
Your week is the broad in-house mix: contract review and redlining, drafting for the business, multi-jurisdictional research, regulatory tracking, employment, privacy, and stakeholder communication.
Research is one slice of your week, and the rest lives in contracts, Word, and your inbox.
You want published pricing, a real free trial, and no separate research-database subscription to license.
You want character-level citations from the document under review and Word-native execution.
If those describe your team, GC AI covers the research lane and handles everything around it in one platform you can start on today.
Choose both if:
Your in-house team does meaningful litigation or regulatory research on Westlaw and also runs the broader in-house workload.
You want CoCounsel on the deep-research lane grounded in the Thomson Reuters corpus and GC AI on contracts, drafting, communication, and everything around them.
Frequently Asked Questions
Get started today.
1,900+ in-house legal teams chose GC AI over CoCounsel. Run research, redline contracts, and brief your execs with the legal AI built by a 3x GC.













