AI drafting and medical recordsReviewed
PlaintiffStack vs ChatGPT
PlaintiffStack vs ChatGPT: what most lawyers already use, what ABA Opinion 512 asks of them, and how a case-aware platform differs.
The short answer
ChatGPT is a capable general assistant, and most plaintiff lawyers already use it or something like it. It doesn't know your cases, track your deadlines or, on most plans, come with a BAA, and like any model it can produce citations that look real and aren't. PlaintiffStack is a California case management platform whose AI works from the case file, cites the page each fact came from and waits for a person to accept it. Many firms will use both, for different jobs.
General-purpose AI assistant
ChatGPT
Everyone: OpenAI sells individual plans and business plans for teams and enterprises
- Maker
- OpenAI
- Plans
- Free and paid individual plans; Business and Enterprise plans for organizations
- Use among PI lawyers
- 66% use general tools like ChatGPT or Claude; 44% use legal-specific AI (8am 2026 Legal Industry Report, PI respondents)
- Training on your data
- Off by default for business plans and the API; on by default for consumer plans, with an opt-out
- BAA
- Offered for the API and for ChatGPT Enterprise, Edu and ChatGPT for Healthcare set up under a BAA; not for consumer plans
Case management and AI on one record
PlaintiffStack
High-volume plaintiff firms in California: personal injury, workers' comp and employment
- Price
- $250 per case, every app included, no monthly fee. AI usage is billed separately, with an estimate shown before each run.
- Practices
- PI, workers' comp and employment, on California rules
- Security
- A BAA with every firm; one US AWS account, models included. SOC 2 in progress
Side by side
| What | ChatGPT | PlaintiffStack |
|---|---|---|
| What it is | A general-purpose AI assistant for writing, analysis and questions | Case management for plaintiff firms with AI case tools built in |
| Knows your cases | Only what you paste or upload into a chat or project | Works from the case: documents, contacts, deadlines, phases and history |
| California rules | General knowledge that can be wrong or out of date; you check it | Built on California rules: WCAB captions and ADJ numbers, CRD right-to-sue deadlines, pleading format. Other states aren't supported |
| Deadlines | Doesn't track your deadlines | Computed with their rule and basis; morning checks for expiring demands, IMR deadlines and filing deadlines after right-to-sue |
| Citations | Can produce citations that look real but aren't; every one must be checked | Each proposed fact cites the document, page and words in your case file it came from |
| Records | Reads files you upload to a conversation; you check what it read | Reads searchable PDFs, Word and text files. No OCR yet: scans and faxes aren't read |
| Training on client data | Consumer plans train on chats unless turned off; business plans don't by default | Firm data never trains models |
| BAA | Available only on certain business offerings, under agreement | Signed with every firm before client data arrives |
| Pricing | Per user; Enterprise by quote | $250 per case, every app included. AI usage is billed separately, with an estimated cost shown before each tool runs |
| Review | Up to the user | Your own team: agents propose facts, deadlines and tasks, and nothing goes to a client, carrier or court until a person sends it |
Choose ChatGPT if
- You need a general assistant for tasks with no client information: marketing copy, a first outline, explaining a concept.
- You want to brainstorm arguments or questions, then verify everything yourself.
- Your firm has a business plan with training off and, if you handle health information, a BAA in place.
Choose PlaintiffStack if
- You want AI that works from the case file instead of copy and paste.
- You want every fact cited to the page it came from, and a person to accept it.
- You need a BAA and a clear answer on where client data lives.
- You want California deadlines tracked and checked every morning.
Why so many lawyers use ChatGPT
General AI assistants are already part of plaintiff practice. In the 8am 2026 Legal Industry Report, among personal injury respondents, 66% said they use general tools like ChatGPT or Claude and 44% use legal-specific AI. 78% said they use AI tools personally even where their firm has no official policy. The same respondents named accuracy (70%), ethics (69%) and data security (68%) as the top concerns slowing firm-wide adoption.
That makes sense. ChatGPT is fast, inexpensive, good with language, and available to anyone. For tasks that involve no client information, it is often the right tool.
Confidentiality and client data
The questions start when client information goes in. On consumer plans (Free and paid individual plans), OpenAI uses conversations to improve its models by default unless the user turns that off in Data Controls. On ChatGPT Business, Enterprise and the API, OpenAI says it doesn't train on inputs or outputs by default.
Medical records add HIPAA. OpenAI's HIPAA guide says its services may not be used with protected health information without a BAA. It offers BAAs for the API and for ChatGPT Enterprise and Edu configured for it, and launched ChatGPT for Healthcare with BAA coverage in January 2026. Consumer plans aren't covered. A paralegal pasting records into a personal account is outside all of that. See our business associate agreement entry and legal AI security checklist.
ABA Formal Opinion 512 and California guidance
The ABA's first formal opinion on generative AI, Formal Opinion 512 (July 29, 2024), applies existing duties to these tools. Lawyers must understand a tool's capabilities and limits, independently verify its output, and protect confidentiality. For self-learning tools that may reuse what's entered, the opinion calls for the client's informed consent before information relating to the representation goes in, and boilerplate in an engagement letter isn't enough. It also covers supervision, communication and fees. The State Bar of California has published its own practical guidance on generative AI. Our guide to Opinion 512 for plaintiff firms goes through each duty.
Citation risk is real
Any language model can produce a confident citation to a case that doesn't exist. In February 2025, a federal court in Wyoming sanctioned three Morgan & Morgan lawyers in a case against Walmart after a motion cited eight nonexistent cases. The drafting lawyer had used the firm's in-house AI platform; he lost his pro hac vice admission and was fined $3,000, and two colleagues who signed the filing were fined $1,000 each. The court declined to sanction the firm, noting the steps it had taken to require independent verification. The tool wasn't ChatGPT, but the lesson applies to every model: check every citation against the source.
Where a case-aware platform differs
PlaintiffStack is a case management system for California personal injury, workers' comp and employment with AI case tools inside it. The difference from a general assistant is less about the model and more about what surrounds it:
- It works from the case. Agents read the case's documents, not whatever someone pasted in, and propose facts, deadlines and tasks.
- It cites your file. Every proposed fact cites the document, page and words it came from, so checking takes a click.
- A person decides. Proposals wait for a person to accept them, and nothing goes to a client, carrier or court until a person sends it.
- The data stays put. A BAA is signed with every firm before client data arrives; everything holding client data runs in one US AWS account, models included, through Amazon Bedrock; firm data never trains models.
PlaintiffStack has limits a general assistant doesn't: it reads only searchable PDFs, Word and text files (no OCR yet), supports California only, and has no case-law research tool. Its SOC 2 Type II is in progress, with no report yet. And its AI can still be wrong, which is why it cites and waits. See Draft and security.
Who should use which
Use ChatGPT, on a business plan with training off, for work without client information. Use a case-aware platform for work inside a client's file, where confidentiality, a BAA and citations to the record matter. Many firms will do both. See also the best AI for personal injury lawyers.
Questions firms ask
ABA Formal Opinion 512 says lawyers may use generative AI if they meet existing duties: competence, verifying output, protecting confidentiality (including informed consent before entering client information into self-learning tools), supervision and reasonable fees. Check your state bar's guidance too; California's State Bar has published its own.
For some offerings. OpenAI's HIPAA guide covers the API and ChatGPT Enterprise and Edu set up under a BAA, and ChatGPT for Healthcare launched with BAA coverage. Consumer plans aren't covered. PlaintiffStack signs a BAA with every firm before client data arrives.
On consumer plans, by default, unless the user turns it off in Data Controls. OpenAI says it doesn't train on business plan or API data by default. PlaintiffStack never uses firm data to train models.
In February 2025 a federal court in Wyoming sanctioned three of the firm's lawyers after a motion cited eight nonexistent cases generated with the firm's in-house AI platform. The drafting lawyer was fined $3,000 and lost his pro hac vice admission; two others were fined $1,000 each.
No AI is. That's why every proposed fact cites the document, page and words it came from, and why proposals wait for a person to accept them before they land in a case.
Yes. Many firms use a general assistant for work without client information and a case platform for work inside the file. Set a written policy on which tool is for what.
Sources
- 8am / CASEpeer: AI adoption among personal injury lawyers (2026 Legal Industry Report)
- OpenAI Help Center: how your data is used to improve model performance
- OpenAI: HIPAA implementation and configuration guide
- Fierce Healthcare: OpenAI launches ChatGPT for Healthcare (January 2026)
- ABA Formal Opinion 512: Generative Artificial Intelligence Tools (July 29, 2024)
- ABA Litigation Section: generative AI and maintaining confidentiality
- State Bar of California: practical guidance on generative AI
- LawSites: judge sanctions Morgan & Morgan attorneys for AI-generated fake cases (February 2025)
- Bloomberg Law: Morgan & Morgan lawyers fined for hallucinated AI citations
ChatGPT is a trademark of its owner, named here only to compare. Facts come from the sources above as of the date shown; prices and features change. If something here is out of date, email privacy@plaintiffstack.com with the page and the source, and we'll correct it.
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Thinking about ChatGPT? See PlaintiffStack on your own case types first.