GoldieBench Blog · 6 min read
SEO For Law Firms And Which AI Models Help: Practice Pages, Schema And Briefs With Real Goldie Bench Scores
Landing-page and leaderboard scores read on live goldiebench.com pages, matched to the drafting jobs behind law firm SEO, with the lawyer checks that stay human.

SEO for law firms now leans on AI models for the drafting work: practice-page outlines, schema, intake-question research and landing pages for each office.
This page matches those tasks to models using only scores read on live goldiebench.com pages, with each score tied to the page it came from.
Then it covers the part no model can do, and where a team comes in: book a free SEO strategy session if you want that part handled.
What the bench can and cannot tell a law firm
The Goldie Bench models page says every model gets the same fixed prompts, one shot each, scored 0 to 10 by Julian.
The leaderboard lists 50 tasks and 33 models, split into Games, Visuals, Sims and Pages.
There is no legal-writing or SEO-writing task on the bench.
So treat the scores as a guide to which models build clean pages and follow instructions well, not as proof of legal accuracy.
Legal accuracy comes from your lawyers, every time.
The closest task: a one-shot landing page
The Landing task page asks each model for a modern marketing landing page as a single HTML file, with no second attempt.
That page reports 26 models tested, 21 scored and an average of 8.11/10, with Fugu Ultra named the winner.
| Model | Landing score | Read on |
|---|---|---|
| Fugu Ultra | 9.0/10 (winner) | goldiebench.com/tasks/landing |
| Fusion | 9.0/10 | goldiebench.com/tasks/landing |
| GLM-5.2 | 9.0/10 | goldiebench.com/tasks/landing |
| Grok | 9.0/10 | goldiebench.com/tasks/landing |
| GPT-5.6 Sol | 8.7/10 | goldiebench.com/tasks/landing |
| Gemini 3.6 Flash | 8.6/10 | goldiebench.com/tasks/landing |
| Claude Fable 5 | 7.2/10 | goldiebench.com/tasks/landing |
For an office page or a practice-area page layout, one of the four 9.0 scorers is a strong place to start.
The overall leaders, for planning and briefs
The Goldie Bench leaderboard ranks Fusion first on an 8.59 average, Claude Opus 5 second on 8.27, Hermes MoA third on 8.17 and GPT-5.6 Sol fourth on 8.16.
Broad all-rounders suit the planning jobs: turning intake questions into a site structure, or writing a brief a lawyer can review quickly.
The "best at Pages" models
The same leaderboard tags four models as best at Pages: GPT-5.6 Sol (8.16 overall), GLM-5.2 (7.77), Gemini 3.6 Flash (7.08) and Claude Sonnet 5 (7.01).
GPT-5.6 Sol is the only one in that group that is also in the overall top four, and it scored 8.7/10 on Landing.
That makes it a sensible single choice if you only want to run one model for page work.
What the score gaps mean in practice
The spread on Landing runs from 9.0/10 at the top to 7.2/10 for Claude Fable 5 in the table above.
A 9.0 draft usually needs editing for content, while a lower score can also mean fixing the layout itself.
For a firm, layout fixes cost developer time and content fixes cost lawyer time, so a higher Landing score mostly saves the first.
It saves none of the second, because no score measures whether the law on the page is right.
That is why the reviewing lawyer stays in every workflow on this page, whichever model you choose.
Leaderboard averages also blend games, visuals and simulations, so a model's overall rank matters less here than its Pages and Landing results.
Matching models to law firm SEO tasks
| Task | Model type to start with | Human check |
|---|---|---|
| Site structure from intake questions | A top overall scorer such as Fusion or Claude Opus 5 | Partner confirms the practice areas the firm wants to grow |
| Practice-area page draft | A 9.0 Landing scorer or GPT-5.6 Sol | Named lawyer signs off every legal statement |
| Office landing page | A 9.0 Landing scorer | Address, hours and phone match the Business Profile |
| LegalService schema draft | Any strong all-rounder | Fields match the visible page |
| Robots.txt review | Any strong all-rounder | Rules checked against each crawler's own docs |
Rules the models must follow, whichever you pick
Legal pages are "Your Money or Your Life" content, and Google's helpful content guidance asks for high accuracy in line with expert consensus on these topics.
Google's spam policies also count mass-generated pages made mainly to manipulate rankings as scaled content abuse, however they are produced.
So the model drafts one page at a time, and a lawyer reviews it before it goes live.
For schema, Google's AI features documentation says no special structured data is needed to show in AI Overviews, so keep markup to the facts on the page.
For crawler rules, check OpenAI's bot docs and Perplexity's crawler page, because each assistant uses its own search crawler.
A small-firm workflow using two models
Here is how a two-lawyer personal injury practice could split the work.
- Give Claude Opus 5 the firm's 25 most common intake questions and ask for a practice-page structure.
- Give Fugu Ultra or GLM-5.2 the approved outline and ask for a single-page draft for the most asked-about claim type.
- The senior lawyer edits the draft, adds the jurisdiction and signs it off with a review date.
- Ask either model for LegalService markup using the office details exactly as listed on the Business Profile.
- Publish one page, then repeat for the next claim type a week later.
The part no model can do
A model cannot set up a Business Profile within Google's practitioner rules, win a quote in the local paper or ask clients for genuine reviews.
It cannot check what your bar or regulator allows you to say about results and testimonials; your own lawyers should do that.
And it cannot promise a ranking, because no one can, as Google's hiring guide says plainly.
That is where Goldie Agency works: SEO, GEO, AEO and link building, with outreach done by people under its "manual outreach, no PBNs" rule.
Julian's own published numbers on his about page list 1,000+ campaigns, 240+ clients and 425K+ YouTube subscribers.
How to test a model on your own firm
Bench scores pick the shortlist, and your own test picks the winner.
Give two models the same brief for one practice page.
Ask your reviewing lawyer which draft needed fewer corrections to the law and the process.
Keep the model that saved the most lawyer time, because that is the scarce resource in a firm.
For the agency side of the decision, see top GEO agencies for law firms.
Prefer to learn first? Join the AI Profit Boardroom and run the workflow yourself.
Free extras: the 200+ AI SEO Prompts and the free link building book.
Got your model drafts and not sure what to ship first? Grab a free SEO strategy session and get a plan for the next 90 days.
Also On Our Network
- Agent Operatorsthe nine-step operator checklist for running law firm SEO properly
- AI Income Deskwhether hiring for law firm SEO pays off for a small practice
- AI Tool Verdictfive routes to law firm SEO, scored out of ten
- agentos.guidefive agent prompts that do the law firm SEO groundwork
Shortlist two models from the scores above, test them on one practice page, and book a free SEO strategy session when you want a team on SEO for law firms.
FAQ
Which AI model is best for law firm page drafts on Goldie Bench?
On goldiebench.com/tasks/landing, Fugu Ultra, Fusion, GLM-5.2 and Grok each scored 9.0/10, with Fugu Ultra marked the winner. GPT-5.6 Sol scored 8.7/10.
Does Goldie Bench test legal writing?
No. The bench covers games, visuals, sims and pages, so use it to shortlist models and rely on your lawyers for legal accuracy.
Which model leads Goldie Bench overall?
The goldiebench.com leaderboard ranks Fusion first with an 8.59 average, followed by Claude Opus 5 on 8.27.
Can a model write all our practice pages at once?
It can, but you shouldn't. Google's spam policies target mass-produced pages, and legal content needs a lawyer's review page by page.


