A cheap Chinese AI model is closing in on Anthropic and OpenAI



Chinese startup’s latest AI model has landed fourth on one of the industry’s most closely watched intelligence rankings, and it costs a fraction of what Anthropic or OpenAI charge for comparable performance.

GLM-5.2, released last month by Beijing-based Z.ai, has become the talk of Silicon Valley for coding and agentic capabilities that edge close to the leading American systems, prompting comparisons to DeepSeek’s market-rattling debut in 2025.

According to Artificial Analysis, GLM-5.2 scores 51 on the firm’s Intelligence Index v4.1, placing it fourth overall and first among all open-weight models, ahead of MiniMax-M3, DeepSeek V4 Pro and Kimi K2.6.

On Code Arena’s front-end coding leaderboard, the model’s Max tier holds second place, ahead of Anthropic’s Claude Opus variants.

The pricing is the part that has unsettled rivals. Z.ai charges $1.40 per million input tokens and $4.40 per million output tokens on its first-party API, and third-party hosts list it even lower.

Multiple outlets have pegged that at somewhere between a fifth and a seventh of what Claude Opus or GPT-5.5 cost per output token, though the exact ratio shifts depending on which provider and tier is being compared. Either way, it undercuts the closed American frontier by a wide margin.

David Sacks, who served as the White House’s AI czar under Donald Trump before returning to the private sector, said the model was “as good as the currently available models from OpenAI and Anthropic,” describing it as sitting just below Anthropic’s Opus 4.8 and roughly level with OpenAI’s GPT-5.5.

That is a striking claim from someone who, only weeks earlier, was estimating the US lead over Chinese labs at six to nine months rather than conceding rough parity outright.

Beyond the headline intelligence score, GLM-5.2 also tops Artificial Analysis’s GDPval-AA v2 metric, which measures real-world agentic work rather than abstract reasoning puzzles. There it scores 1,524, ahead of MiniMax-M3 and DeepSeek V4 Pro, and close enough to GPT-5.5 on its highest reasoning setting that the two are effectively tied.

Analysts have flagged one trade-off worth noting: the model uses noticeably more output tokens per task than its open-weight peers, which eats into some of its cost advantage in practice even as the sticker price stays comparatively low.

GLM-5.2 also arrives with a detail that matters more than the benchmark scores: it was trained and runs on domestic Chinese silicon, reportedly a cluster of roughly 100,000 Huawei Ascend 910B processors, without Nvidia, AMD or Intel hardware at any stage.

That is a direct answer to Washington’s chip restrictions, which have aimed to slow Chinese AI progress by cutting off access to the most advanced processors.

The model’s weights are released under an unrestricted MIT licence, meaning any company can download, modify and run it locally for the cost of electricity alone.

The timing has helped Z.ai’s case. Washington’s order forcing Anthropic to suspend Fable 5 and Mythos 5 for foreign users, combined with the Trump administration’s request that OpenAI stagger the rollout of its own next model, has left a gap in the market that a free, capable, downloadable alternative is well placed to fill.

That backdrop sits inside the broader story of tightening US export controls on advanced chips, which Chinese labs have spent the past two years working around rather than waiting out.

Z.ai’s listed entity has felt the effect directly. Shares in the Hong Kong-listed company have risen sharply since its stock market debut in January, with trading spikes around GLM-5.2’s release pushing the stock up several multiples over its IPO price. A successor model, GLM-5.5, is expected in August, though Z.ai has not confirmed a firm date.



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Recent Reviews


There’s a special kind of panic that hits at 11 p.m. on a Tuesday when you Google “can someone sue me personally for my freelance business” and the answer is, technically, yes. I know this because I lived it. For fourteen months, I ran a growing consulting side hustle- invoices, contracts, the whole act- under exactly zero legal structure. I didn’t choose to be a sole proprietor. I just never chose to be anything else, which, it turns out, is the same thing.

The wake-up call came from a client’s offhand comment about “your LLC,” followed by my very convincing silence. That night I fell into a research hole so deep I emerged the next morning having read seventeen tabs on liability shields, self-employment tax, and something called “piercing the corporate veil” that sounded like a phrase from a divorce lawyer’s memoir. So: is a sole proprietorship secretly a ticking time bomb? Is an LLC the adult, responsible choice, or just expensive paperwork with better branding? Let’s actually work through it.

What Is a Sole Proprietorship, Really?

Here’s the part nobody tells you clearly: if you’re earning money from your own business activity and haven’t filed anything with your state, you’re already a sole proprietor. There’s no form to submit, no fee to pay, no ceremony. You and the business are, legally, the same person. That’s the whole structure.

The upside is real. It’s the fastest, cheapest way to start working for yourself — no filing fee, no separate tax return, no annual report to remember. You just start invoicing. The downside is baked into that same simplicity: there’s no legal wall between your business and your personal life. If the business owes money or gets sued, the business is you, so your savings account, your car, and potentially your house are all fair game.

What Does an LLC Actually Protect You From?

A Limited Liability Company creates a separate legal entity- one that can own things, owe things, and get sued, largely independent of you personally. That separation is the entire point of forming one.

It’s worth being honest about the limits, too. An LLC won’t protect you if you personally guarantee a business loan, if you commingle business and personal funds, or if you’re personally negligent — say, you’re a contractor and you cause an injury through your own carelessness. Courts can “pierce the corporate veil” and go after your personal assets anyway if you treat the LLC as a legal fiction rather than a real, separately run entity. The protection is genuine, but it’s not a force field; it’s a structure you have to maintain.

Which One Actually Costs More to Start?

This is where a lot of the fear around LLCs turns out to be overblown, and a lot of the assumed simplicity of sole proprietorships turns out to be incomplete.

Sole Proprietorship LLC
Setup paperwork None required (unless operating under a different name) Articles of Organization filed with your state
State filing fee $0 $35–$500 depending on state (national average is roughly $130)
Ongoing state fees Typically none Many states require an annual report; fees range from $0 to $800+ (California’s franchise tax is the notable outlier)
Separate business bank account Optional Strongly recommended to preserve liability protection
EIN required Only if hiring employees Recommended even for single-member LLCs, to avoid using your SSN

A sole proprietorship is still the cheaper entry point in dollar terms. But “cheaper to start” and “cheaper overall” aren’t the same question — it depends what a lawsuit, a bad debt, or a messy tax season would actually cost you.

How Do Taxes Actually Differ?

This is the part I got wrong for months, assuming an LLC meant a whole new tax regime. It doesn’t, automatically. By default, both a sole proprietorship and a single-member LLC are taxed identically: profits and losses pass through to your personal tax return, and you pay self-employment tax (15.3%, covering Social Security and Medicare) on your net earnings.

The actual tax advantage of an LLC isn’t automatic — it’s optional. A single-member LLC can elect to be taxed as an S-corporation once profits reach a meaningful level, which can reduce self-employment tax by letting you pay yourself a “reasonable salary” and take remaining profit as a distribution not subject to that 15.3%.

That election involves added complexity — payroll processing, additional filings — so it’s rarely worth it for a business bringing in a few thousand dollars a year. It becomes worth asking about once net profit is consistently well into five figures.

Does an LLC Actually Make You Look More Credible?

Here’s a question I didn’t expect to matter as much as it did: does “LLC” after your business name change how people treat you? Anecdotally, yes. Some clients, vendors, and lenders treat an LLC as a signal of seriousness — rightly or not — the way a business bank account or a proper invoice template does. It’s not a guarantee of better contracts, but it removes a small, avoidable hesitation from a prospective client’s mind.

It also matters for banking and financing. Business lenders and some payment processors are more comfortable extending credit to a registered entity with its own EIN and bank account than to an individual operating under their own name.

Do You Still Have to Report “Beneficial Ownership” in 2026?

If you researched this a year or two ago, you may still be carrying around outdated fear about the Corporate Transparency Act’s beneficial ownership information (BOI) reporting rule — the one that threatened steep penalties for LLC owners who didn’t file. Here’s the current state of play: in March 2025, FinCEN issued an interim final rule that removed the BOI reporting requirement for domestic U.S. companies and U.S. persons entirely. As of today, that requirement applies only to foreign entities registered to do business in the U.S. — not to a typical American-owned single-member LLC.

That said, the underlying law hasn’t been repealed, courts have upheld its constitutionality, and FinCEN’s final rule is still pending in 2026, meaning the rule could tighten again with limited notice. A small number of states have also introduced their own versions; New York’s LLC Transparency Act took effect January 1, 2026, but after a late amendment, it applies only to foreign LLCs doing business in New York, not typical in-state LLCs. The short version for most small business owners forming a domestic LLC in their home state: this isn’t currently a filing you need to worry about, but it’s worth a five-minute check-in with a professional if your situation involves foreign ownership or multiple states.

So, Which One Should You Actually Choose?

There isn’t a universally correct answer, but there is a useful set of questions. How much personal risk does your work actually carry — a freelance copywriter has a different exposure profile than someone renovating properties or handling clients’ money. How much profit are you actually generating, since that determines whether the tax flexibility of an LLC is relevant yet. And how much administrative overhead are you willing to take on, since an LLC does require you to actually treat it like a separate entity — separate bank account, its own paperwork, its own discipline.

If you’re testing an idea with minimal financial exposure and low risk of being sued, operating as a sole proprietor while you validate the business is a completely reasonable starting point- you can always convert to an LLC later, and most people do exactly that. If you’re already generating consistent revenue, working with clients under contracts, or doing anything with meaningful liability exposure, the cost of forming an LLC is generally small next to what it protects.

I eventually filed mine on a Wednesday afternoon, paid my state’s filing fee, and felt almost anticlimactic about how undramatic the process actually was compared to the spiral that preceded it. If you’re standing where I was, at least you can skip the 11 p.m. panic-Googling, you already know what the seventeen tabs would have told you.



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