
How much of a difference will the new OpenAI model GPT-5 make to legal tech? Who better to ask than GPT-5 itself. Below is what it told Artificial Lawyer. This site also asked: ‘If you could improve any legal tech tool, which one would it be?’ Its answer: CLM….read on.
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AL Qu: ‘How will GPT-5 be better for legal tech applications?’
OpenAI’s GPT-5 Answer:
‘GPT-5’s upgrades line up quite neatly with what you’d want in legal tech—where accuracy, reasoning, and efficient automation matter more than raw creativity. Here’s how the improvements map to that world:
1. Stronger factual accuracy & lower hallucination rates
- In law, one wrong case citation or misinterpreted statute can be worse than useless.
- GPT-5 has ~26% fewer hallucinations than GPT-4o and its ‘thinking’ mode has ~65% fewer than o3.
- This makes it more dependable for:
- Summarising legislation
- Extracting key clauses from contracts
- Drafting legal memos without introducing phantom cases or statutes
2. Deeper reasoning for complex legal analysis
- Many legal tasks need multi-step logical chains—e.g., ‘If X clause interacts with Y statute under Z jurisdiction, what’s the effect?’
- GPT-5’s built-in deeper reasoning mode lets it run extended, structured thought chains automatically when the problem demands it.
- This benefits:
- Contract negotiation modelling (predicting likely dispute areas)
- Case law analogies (applying precedent to new fact patterns)
- Regulatory compliance checks across multiple regimes
3. Better multi-step automation (‘agentic’ tasks)
- Legal tech often chains tasks: retrieve docs → classify clauses → extract parties → produce risk summary → suggest edits.
- GPT-5 scored 96.7% on tool-chaining benchmarks and uses ~45% fewer tool calls than o3 while still completing more tasks.
- This means:
- Smoother integrations with legal databases (Lexis, Westlaw, internal doc repositories)
- Less wasted API calls (cheaper to run at scale)
- More reliable workflow automation
4. More accurate coding for legal AI development
- If you’re building legal tech products, GPT-5’s +33% accuracy improvement in code editing means faster prototyping of:
- Clause classification models
- Legal data parsers
- Custom analytics dashboards
- It can generate frontend code for contract review UIs or backend parsing logic with fewer fixes needed.
5. Better instruction-following & safety
- Legal clients need highly structured, compliance-safe outputs. GPT-5’s improved ‘safe completions’ and reduced sycophancy make it more consistent when you say:
- ‘Summarise only in bullet points’
- ‘Use exact statutory wording’
- ‘Cite only UK law sources, no US cases’
6. Cost & efficiency advantages
- If you’re processing thousands of contracts or discovery docs, even 20–30% fewer wasted tokens/tool calls means big savings.
- In multi-jurisdiction projects, GPT-5’s better auto-reasoning cuts down on having to re-prompt when the model misunderstands scope.
Bottom line:
For legal tech, GPT-5 isn’t just a ‘smarter chatbot.’ It’s a more trustworthy analyst, a steadier workflow orchestrator, and a better coding partner—reducing risk while speeding up legal automation pipelines.’
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AL Qu: ‘If you could improve any legal tech tool, which one would it be?’
OpenAI’s GPT-5 Answer:
‘If I could pick one legal tech tool to improve with GPT-5’s strengths, I’d target contract lifecycle management (CLM) platforms — especially the review, negotiation, and compliance tracking modules.
Here’s why CLM is the sweet spot:
Why CLM Is the Best Target for GPT-5 Enhancement
- It’s where most lawyers actually spend time.
- Contract review, redlining, and post-signature compliance eat up thousands of hours across firms and in-house teams.
- Even a small accuracy gain has a huge compounding ROI.
- The work is high-risk, high-reward.
- Miss a clause → risk litigation or non-compliance.
- Overlook a beneficial term → lose negotiation leverage.
- CLM workflows are already multi-step, so GPT-5’s ‘agentic’ tool skills shine.
- Parse doc → detect clause type → classify risk → suggest edits → update database.
- GPT-5 can do this with fewer tool calls, cheaper compute, and higher reliability.

Example: GPT-5-Enhanced CLM Flow
- Ingestion:
- GPT-5 detects contract type, parties, governing law, and key dates.
- Risk Scoring:
- Applies jurisdiction-specific thresholds (e.g., UK vs. US data breach clauses).
- Flags risky indemnity terms with explanation + case law references.
- Negotiation Support:
- Generates redlines with rationale grounded in precedent and business policy.
- Simulates counterparty objections and suggests fallback positions.
- Post-Signature Compliance:
- Monitors obligations (payments, notices, renewals).
- Auto-drafts alerts and compliance reports.
Why this over, say, e-discovery or legal research?
- E-discovery already has high-performing AI pipelines in big firms.
- Legal research is constrained by licensing and database access.
- CLM is a big, still-fragmented market where a leap in accuracy, reliability, and integration speed could create a dominant product — especially if pitched as ‘GPT-5-inside’ to enterprise buyers.
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AL Comment:
So, there you go. Of course, as with all LLM outputs – even now – take it all with a pinch of salt and think through what it’s written, rather than take it as gospel.
But, either way, this demonstrates GPT-5’s thoughtfulness and its ability to present reasoned arguments, as well as to really get into the detail of what is a very niche subject. In short, just consider where we were pre-Nov 2022, now consider what can be done with just a couple of prompts.
Clearly, GPT-5 will be making a significant – positive – impact on what many legal AI tools can do…because what they can do is fundamentally based on models such as GPT-5.
Plus…..LLMs will still get better, even if incremental advances may not always be so significant.
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Legal Innovators Conferences in New York and London – Both In November ’25
If you’d like to stay ahead of the legal AI curve….then come along to Legal Innovators New York, Nov 19 + 20, where the brightest minds will be sharing their insights on where we are now and where we are heading.

And also, Legal Innovators UK – Nov 4 + 5 + 6

Both events, as always, are organised by the awesome Cosmonauts team!
Please get in contact with them if you’d like to take part.
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