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Model vs model

Claude Haiku 5.5 vs GLM 5.3 Flash

Claude Haiku 5.5 and GLM 5.3 Flash are both in llmwise. What each gets on every plan, what it reads, how it's served and what happens when its provider fails, from the catalog and the code that runs them.

Model prices and specs checked against OpenRouter's Claude Haiku 5.5 page, OpenRouter's GLM 5.3 Flash page. Updated .

Short answer

Both are everyday models: each message comes from Pro's 60 a day, so they cost the same. Otherwise, only Claude Haiku 5.5 reads a PDF as the whole file. In our test runs, Claude Haiku 5.5 passed 45 of the 50 prompts both answered and GLM 5.3 Flash 40; 5 prompts split them, most on customer support (4 to 2).

Claude Haiku 5.5 vs GLM 5.3 Flash, prompt by prompt

Every prompt Claude Haiku 5.5 and GLM 5.3 Flash both answered, compared directly, their biggest differences first. One run each, through OpenRouter: a wait depends on the provider and the load that day, so a lead under 10% counts as close.

Of the 50 prompts both answered, both passed 40, only Claude Haiku 5.5 passed 5, only GLM 5.3 Flash passed 0, and neither passed 5. Claude Haiku 5.5 answered sooner on 43 of the 50 and GLM 5.3 Flash on 6; the rest were within 10% of each other. The 50 replies cost $0.0118 on Claude Haiku 5.5 and $0.0096 on GLM 5.3 Flash: 1.2× less on GLM 5.3 Flash.

The 5 prompts only one of Claude Haiku 5.5 and GLM 5.3 Flash passed

  • A product announcement with five rules (writing): Claude Haiku 5.5 passed and GLM 5.3 Flash didn't. Claude Haiku 5.5: Graded 4.3 of 5 on average (lowest 4). GLM 5.3 Flash: Graded 3.3 of 5 on average (lowest 3).

  • Correlation between ad spend and sign-ups (data analysis): Claude Haiku 5.5 passed and GLM 5.3 Flash didn't. Claude Haiku 5.5: Final answer 0.97: right. GLM 5.3 Flash: Final answer 0.99; expected 0.97.

  • A late order (customer support): Claude Haiku 5.5 passed and GLM 5.3 Flash didn't. Claude Haiku 5.5: Graded 4.7 of 5 on average (lowest 4). GLM 5.3 Flash: Graded 3.7 of 5 on average (lowest 3).

  • A refund request outside the window (customer support): Claude Haiku 5.5 passed and GLM 5.3 Flash didn't. Claude Haiku 5.5: Graded 4.7 of 5 on average (lowest 4). GLM 5.3 Flash: Graded 4.0 of 5 on average (lowest 2).

  • Book a meeting from a sentence (agents and tool use): Claude Haiku 5.5 passed and GLM 5.3 Flash didn't. Claude Haiku 5.5: Made the 1 expected call. GLM 5.3 Flash: Expected create_event(attendees: ["priya@northwind.test"], duration_minutes: 30, start: "2026-10-08T15:00", title: {"contains":"Q4"}); got find_contact(name: "Priya Shah"); create_event(title: "Q4 plan review", start: "2026-10-08T15:00", duration_minutes: 30, attendees: ["priya@northwind.test"]).

Job by job, the widest gaps first

  • Customer support: Claude Haiku 5.5 passed 4 of 5 and GLM 5.3 Flash 2 of 5. Claude Haiku 5.5 answered 3.3× sooner at the median, 1.9 s against 6.2 s. GLM 5.3 Flash cost 1.2× less, $0.0012 against $0.0010 for the 5 replies. Claude Haiku 5.5's replies ran 28% longer, in tokens of reply, thinking not counted.

  • Writing: Claude Haiku 5.5 passed 3 of 5 and GLM 5.3 Flash 2 of 5. Claude Haiku 5.5 answered 5.5× sooner at the median, 1.5 s against 8.5 s. Claude Haiku 5.5 cost 2.0× less, $0.0008 against $0.0016 for the 5 replies. Claude Haiku 5.5's replies ran 45% longer, in tokens of reply, thinking not counted.

  • Data analysis: Claude Haiku 5.5 passed 5 of 5 and GLM 5.3 Flash 4 of 5. Claude Haiku 5.5 answered 3.0× sooner at the median, 3.3 s against 9.8 s. They cost about the same, $0.0018 against $0.0019 for the 5 replies. GLM 5.3 Flash's replies ran 48% longer, in tokens of reply, thinking not counted.

  • Agents and tool use: Claude Haiku 5.5 passed 5 of 5 and GLM 5.3 Flash 4 of 5. Claude Haiku 5.5 answered 3.1× sooner at the median, 1.0 s against 3.2 s. They cost about the same, $0.0007 against $0.0006 for the 5 replies. Claude Haiku 5.5's replies ran 33% longer, in tokens of reply, thinking not counted.

  • Summarization: Claude Haiku 5.5 passed 3 of 5 and GLM 5.3 Flash 3 of 5. Claude Haiku 5.5 answered 2.9× sooner at the median, 1.4 s against 4.0 s. GLM 5.3 Flash cost 2.8× less, $0.0016 against $0.0006 for the 5 replies. Claude Haiku 5.5's replies ran 53% longer, in tokens of reply, thinking not counted.

  • Translation: Claude Haiku 5.5 passed 5 of 5 and GLM 5.3 Flash 5 of 5. Claude Haiku 5.5 answered 2.9× sooner at the median, 1.4 s against 4.1 s. GLM 5.3 Flash cost 1.8× less, $0.0009 against $0.0005 for the 5 replies. Claude Haiku 5.5's replies ran 91% longer, in tokens of reply, thinking not counted.

  • Coding: Claude Haiku 5.5 passed 5 of 5 and GLM 5.3 Flash 5 of 5. Claude Haiku 5.5 answered 2.1× sooner at the median, 3.9 s against 8.4 s. GLM 5.3 Flash cost 1.8× less, $0.0023 against $0.0013 for the 5 replies. Claude Haiku 5.5's replies ran 55% longer, in tokens of reply, thinking not counted.

  • SQL: Claude Haiku 5.5 passed 5 of 5 and GLM 5.3 Flash 5 of 5. Claude Haiku 5.5 answered 1.2× sooner at the median, 1.3 s against 1.4 s. GLM 5.3 Flash cost 1.7× less, $0.0011 against $0.0006 for the 5 replies. Claude Haiku 5.5's replies ran 97% longer, in tokens of reply, thinking not counted.

  • RAG and answering from documents: Claude Haiku 5.5 passed 5 of 5 and GLM 5.3 Flash 5 of 5. Claude Haiku 5.5 answered 2.1× sooner at the median, 1.1 s against 2.2 s. They cost about the same, $0.0007 against $0.0008 for the 5 replies. Claude Haiku 5.5's replies ran 26% longer, in tokens of reply, thinking not counted.

  • Math: Claude Haiku 5.5 passed 5 of 5 and GLM 5.3 Flash 5 of 5. Claude Haiku 5.5 answered 1.6× sooner at the median, 1.7 s against 2.7 s. They cost about the same, $0.0007 against $0.0008 for the 5 replies. Claude Haiku 5.5's replies ran 81% longer, in tokens of reply, thinking not counted.

All 50 prompts: who passed, who answered sooner, who cost less
Claude Haiku 5.5 and GLM 5.3 Flash on each prompt of our test runs
PromptResultSoonerCheaper
Turn a title into a URL slugBoth passedClaude Haiku 5.5, 1.8×took 1.5 s and 2.6 sGLM 5.3 Flash, 2.1×cost $0.0001 and $0.0001
Parse a duration like “1h 30m”Both passedClaude Haiku 5.5, 1.5×took 5.4 s and 8.2 sGLM 5.3 Flash, 1.5×cost $0.0005 and $0.0003
Merge overlapping intervalsBoth passedClaude Haiku 5.5, 7.4×took 1.3 s and 9.6 sClaude Haiku 5.5, 1.4×cost $0.0002 and $0.0002
Evaluate an arithmetic expression, no evalBoth passedClaude Haiku 5.5, 2.8×took 3.9 s and 11.1 sGLM 5.3 Flash, 1.8×cost $0.0006 and $0.0004
Parse CSV with quoted fieldsBoth passedClosetook 8.1 s and 8.4 sGLM 5.3 Flash, 3.1×cost $0.0008 and $0.0003
Announce a second bakery shop on LinkedInBoth passedClaude Haiku 5.5, 11.5×took 3.4 s and 39.6 sClaude Haiku 5.5, 6.6×cost $0.0002 and $0.0011
Rewrite corporate jargon in plain wordsNeither passedClaude Haiku 5.5, 3.8×took 1.3 s and 4.9 sGLM 5.3 Flash, 1.3×cost $0.0001 and $0.0001
Decline a meeting and offer two timesBoth passedClaude Haiku 5.5, 4.0×took 1.3 s and 5.3 sClaude Haiku 5.5, 1.1×cost $0.0001 and $0.0002
A product announcement with five rulesOnly Claude Haiku 5.5Claude Haiku 5.5, 5.5×took 1.5 s and 8.5 sClaude Haiku 5.5, 1.1×cost $0.0001 and $0.0001
Argue both sides of free busesNeither passedClaude Haiku 5.5, 3.4×took 3.3 s and 11.2 sGLM 5.3 Flash, 1.7×cost $0.0003 and $0.0001
A discount, then sales taxBoth passedClaude Haiku 5.5, 1.9×took 1.3 s and 2.4 sClosecost $0.0001 and $0.0001
Pens at 3 for $4Both passedClaude Haiku 5.5, 8.4×took 1.7 s and 14.6 sClaude Haiku 5.5, 1.7×cost $0.0002 and $0.0003
Compound interest over three yearsBoth passedClaude Haiku 5.5, 3.9×took 1.3 s and 4.9 sClaude Haiku 5.5, 1.5×cost $0.0001 and $0.0002
Four-digit numbers whose digits sum to 9Both passedClaude Haiku 5.5, 1.4×took 1.9 s and 2.7 sGLM 5.3 Flash, 1.7×cost $0.0002 and $0.0001
The highest of three dice is a 5Both passedGLM 5.3 Flash, 2.3×took 2.1 s and 0.9 sGLM 5.3 Flash, 1.6×cost $0.0002 and $0.0001
An article in three bulletsNeither passedGLM 5.3 Flash, 1.8×took 7.2 s and 4.0 sGLM 5.3 Flash, 8.4×cost $0.0008 and $0.0001
An email thread in one sentenceNeither passedClaude Haiku 5.5, 3.6×took 1.1 s and 4.0 sClaude Haiku 5.5, 1.2×cost $0.0001 and $0.0001
Decisions and action items from a meetingBoth passedClaude Haiku 5.5, 1.4×took 1.3 s and 1.9 sGLM 5.3 Flash, 2.1×cost $0.0002 and $0.0001
A quarterly memo for the CEOBoth passedClaude Haiku 5.5, 2.0×took 4.2 s and 8.3 sGLM 5.3 Flash, 2.2×cost $0.0003 and $0.0001
A study with a negative resultBoth passedClaude Haiku 5.5, 2.8×took 1.4 s and 3.7 sGLM 5.3 Flash, 1.6×cost $0.0001 and $0.0001
The region with the most revenueBoth passedClaude Haiku 5.5, 2.6×took 3.4 s and 8.8 sClaude Haiku 5.5, 1.9×cost $0.0003 and $0.0005
Average order value in AugustBoth passedClaude Haiku 5.5, 11.2×took 1.3 s and 14.5 sClaude Haiku 5.5, 1.8×cost $0.0002 and $0.0004
Revenue change from July to AugustBoth passedClaude Haiku 5.5, 3.0×took 3.3 s and 9.8 sClosecost $0.0004 and $0.0004
A median, filtered two waysBoth passedClaude Haiku 5.5, 1.4×took 2.6 s and 3.7 sGLM 5.3 Flash, 1.7×cost $0.0002 and $0.0001
Correlation between ad spend and sign-upsOnly Claude Haiku 5.5Claude Haiku 5.5, 3.4×took 5.7 s and 19.4 sGLM 5.3 Flash, 1.3×cost $0.0007 and $0.0005
A late orderOnly Claude Haiku 5.5Claude Haiku 5.5, 3.5×took 1.8 s and 6.2 sClaude Haiku 5.5, 1.3×cost $0.0002 and $0.0003
A return inside the windowBoth passedClaude Haiku 5.5, 4.4×took 1.4 s and 6.2 sClaude Haiku 5.5, 1.3×cost $0.0002 and $0.0002
A frustrated customerNeither passedClaude Haiku 5.5, 3.2×took 2.1 s and 6.8 sGLM 5.3 Flash, 1.4×cost $0.0002 and $0.0002
A refund request outside the windowOnly Claude Haiku 5.5Claude Haiku 5.5, 1.3×took 1.9 s and 2.4 sGLM 5.3 Flash, 1.3×cost $0.0002 and $0.0002
A message with a planted instructionBoth passedClaude Haiku 5.5, 1.1×took 4.6 s and 5.2 sGLM 5.3 Flash, 2.1×cost $0.0004 and $0.0002
A delivery message into SpanishBoth passedClaude Haiku 5.5, 2.9×took 1.4 s and 3.9 sGLM 5.3 Flash, 1.7×cost $0.0002 and $0.0001
A product description into FrenchBoth passedClaude Haiku 5.5, 2.9×took 1.4 s and 4.1 sGLM 5.3 Flash, 1.8×cost $0.0002 and $0.0001
A meeting note into GermanBoth passedClaude Haiku 5.5, 3.2×took 1.3 s and 4.2 sGLM 5.3 Flash, 2.0×cost $0.0002 and $0.0001
Idioms into natural JapaneseBoth passedClaude Haiku 5.5, 2.4×took 2.0 s and 4.8 sGLM 5.3 Flash, 2.0×cost $0.0002 and $0.0001
A lease clause into Brazilian PortugueseBoth passedGLM 5.3 Flash, 1.7×took 2.3 s and 1.3 sGLM 5.3 Flash, 1.8×cost $0.0003 and $0.0001
Customers in one countryBoth passedClaude Haiku 5.5, 1.2×took 1.0 s and 1.2 sClaude Haiku 5.5, 1.1×cost $0.0001 and $0.0001
Count orders by statusBoth passedClaude Haiku 5.5, 2.1×took 1.0 s and 2.1 sClosecost $0.0001 and $0.0001
Revenue by categoryBoth passedClaude Haiku 5.5, 2.0×took 1.3 s and 2.6 sGLM 5.3 Flash, 1.5×cost $0.0002 and $0.0001
Every customer, even those without ordersBoth passedGLM 5.3 Flash, 1.3×took 1.3 s and 1.0 sGLM 5.3 Flash, 1.6×cost $0.0002 and $0.0001
Monthly revenue with a running totalBoth passedGLM 5.3 Flash, 2.2×took 3.2 s and 1.4 sGLM 5.3 Flash, 3.2×cost $0.0005 and $0.0002
A fact from one sectionBoth passedGLM 5.3 Flash, 1.4×took 1.0 s and 0.7 sClaude Haiku 5.5, 1.5×cost $0.0001 and $0.0002
Core hours and start timesBoth passedClaude Haiku 5.5, 4.0×took 1.0 s and 3.9 sClaude Haiku 5.5, 1.7×cost $0.0001 and $0.0002
Two sections in one answerBoth passedClaude Haiku 5.5, 1.3×took 1.4 s and 1.9 sGLM 5.3 Flash, 1.4×cost $0.0001 and $0.0001
A later amendment changes the answerBoth passedClaude Haiku 5.5, 1.8×took 1.3 s and 2.2 sGLM 5.3 Flash, 1.2×cost $0.0002 and $0.0001
A question the handbook doesn't answerBoth passedClaude Haiku 5.5, 2.7×took 1.1 s and 2.9 sGLM 5.3 Flash, 1.4×cost $0.0001 and $0.0001
Pick the tool and work out the dateBoth passedClaude Haiku 5.5, 3.1×took 1.0 s and 3.2 sGLM 5.3 Flash, 1.8×cost $0.0001 and $0.0001
Convert a currencyBoth passedClaude Haiku 5.5, 3.8×took 0.8 s and 3.0 sClaude Haiku 5.5, 1.4×cost $0.0001 and $0.0001
Book a meeting from a sentenceOnly Claude Haiku 5.5Claude Haiku 5.5, 2.3×took 3.0 s and 6.8 sGLM 5.3 Flash, 1.2×cost $0.0002 and $0.0002
Search, but don't bookBoth passedClaude Haiku 5.5, 2.3×took 1.0 s and 2.3 sGLM 5.3 Flash, 1.5×cost $0.0001 and $0.0001
Two calls with a unit conversionBoth passedClaude Haiku 5.5, 1.5×took 2.3 s and 3.4 sClaude Haiku 5.5, 1.2×cost $0.0002 and $0.0002

Claude Haiku 5.5 vs GLM 5.3 Flash in our test runs

Claude Haiku 5.5 and GLM 5.3 Flash on the same prompts, job by job: how many replies passed their check.

Based on 100 of our test runs on , through OpenRouter with the app's own prompt and settings. Updated .

Claude Haiku 5.5 and GLM 5.3 Flash in our test runs, job by job
JobClaude Haiku 5.5GLM 5.3 Flash
Coding5 of 55 of 5
Writing3 of 52 of 5
Math5 of 55 of 5
Summarization3 of 53 of 5
Data analysis5 of 54 of 5
Customer support4 of 52 of 5
Translation5 of 55 of 5
SQL5 of 55 of 5
RAG and answering from documents5 of 55 of 5
Agents and tool use5 of 54 of 5
All jobs45 of 50 · 1 message each · $0.0002 a reply40 of 50 · 1 message each · $0.0002 a reply

The same prompts, sent to both through llmwise's own pipeline and checked the same way: five for each job. A bold count is the one that passed more. Messages: what each reply counted as on Pro. Cost: what OpenRouter charged us per reply, on average. Every prompt, and how it's scored.

Where they differed most, customer support: both replies to a prompt only one of them passed.

An everyday prompt: “A late order”, in full.

  • Claude Haiku 5.5

    Passed: Graded 4.7 of 5 on average (lowest 4).

    Subject: Your rain jacket order
    
    Hi there,
    
    I'm sorry your rain jacket hasn't arrived. Standard delivery normally takes 3 to 5 business days, and yours is now 9 business days out, so it's well past due.
    
    Because your order is more than 7 business days late, you're eligible for free express shipping on your next order. Just mention this order when you place it, and we'll apply the upgrade.
    
    I'm also sorry for the wait. I don't have tracking details in this message, so if you can share your order number, I'll look into where it is and what we can do next.
    
    Thanks for your patience.
    
    Sam, Northwind support

    716 tokens in, 203 out · 1.8 s · $0.0002 · 1 message on Pro · answered by anthropic/claude-haiku-5.5 via Anthropic ·

  • GLM 5.3 Flash

    Failed: Graded 3.7 of 5 on average (lowest 3).

    Dear customer,
    
    Thank you for reaching out, and I'm sorry your rain jacket hasn't arrived yet. That's certainly not the experience we want for you.
    
    Standard delivery normally takes 3–5 business days, and since your order is now 9 business days overdue, it has clearly been delayed. I apologize for the inconvenience.
    
    Because your order is more than 7 business days late, I'd be happy to add free express shipping to your next order as a gesture of apology. Just reply to this message or mention it when you place your next order, and we'll apply it.
    
    Please also keep an eye out for the package — if it hasn't arrived within the next few business days, contact us and we'll investigate with the carrier or arrange a replacement or refund.
    
    Thank you for your patience.
    
    Sam, Northwind support

    530 tokens in, 259 out (90 of them reasoning) · 6.2 s · $0.0003 · 1 message on Pro · answered by z-ai/glm-5.3-flash via Wafer ·

Claude Haiku 5.5 and GLM 5.3 Flash on every plan

Whether the one-time free trial reaches each model, then each paid plan's messages on it.

Messages on Claude Haiku 5.5 and GLM 5.3 Flash, plan by plan
PlanPriceClaude Haiku 5.5GLM 5.3 Flash
Free$0In the one-time trial of 5 messagesIn the one-time trial of 5 messages
Pro$20 a month60 a day60 a day
Max$50 a month120 a day120 a day
Ultra$100 a month200 a day200 a day
Studio$200 a month200 a day200 a day

Prices don't include tax, which is added where it applies and shown before you pay. A paid plan's month is one allowance shared by every model, so each monthly count is the most you get if all of it goes to that model. It renews each billing period; everyday models refill daily at 00:00 UTC. Long chats count more per reply. How pricing works.

Every limit is published. Paid plans also have a monthly fair-use limit on AI cost: Pro $7.50, Max $20, Ultra $42, Studio $85. Using every message on your plan at typical sizes stays under it; very large messages and heavy research use it faster. Every limit, explained.

What differs

  • Messages on Pro

    Both are everyday models: each message comes from Pro's 60 a day, so they cost the same.

  • Context window

    Claude Haiku 5.5 takes up to 1M tokens; GLM 5.3 Flash up to 1.05M tokens. A chat in llmwise holds up to 200k tokens, which fits in either, so the difference shows only through each maker's own API.

  • Images and PDFs

    Both read images. GLM 5.3 Flash gets a PDF's text rather than the file itself.

  • On Free

    Both are in the free trial.

  • Where messages go

    Claude Haiku 5.5: Sent to Anthropic directly. GLM 5.3 Flash: Served through OpenRouter, only by hosts that don't store or train on prompts. The maker's own endpoint is never asked.

Fact by fact

Claude Haiku 5.5 and GLM 5.3 Flash, fact by fact
FactClaude Haiku 5.5GLM 5.3 Flash
Context window1M tokens1.05M tokens
Reads imagesYesYes
PDFsWhole fileText only
ReasoningYesYes
API price (October 2026)$0.10 in / $0.50 out per million tokens$0.15 in / $0.50 out per million tokens
A typical message at API prices (4,000 tokens in, 700 out)$0.0008$0.0010
A $10 top-up addsNothing: an everyday model's count is dailyNothing: an everyday model's count is daily
Where a message goesSent to Anthropic directly.Served through OpenRouter, only by hosts that don't store or train on prompts. The maker's own endpoint is never asked.
If the provider failsIf Anthropic fails before the reply starts (an overload, a server error, a dropped connection), llmwise sends the same request to Claude Haiku 5.5 through OpenRouter instead.When one host is down, OpenRouter moves the request to another host that meets the same rules.
Anthropic's safety fallbackDoesn't applyDoesn't apply
API prices are what our model catalog lists (Claude: Anthropic's list price; GLM: Z.ai's list price). In llmwise you pay per message, not per token: the counts above are what you get.

Claude Haiku 5.5 or GLM 5.3 Flash?

From the facts above and our test runs: the rest is how their answers suit your work, which one chat can show you.

  • Pick Claude Haiku 5.5: it reads a PDF as the whole file, charts and scans included; it costs its maker less to run ($0.0008 a typical message at API prices), though in llmwise the count is the same.

Each model's page, the families, and other pairs

Claude Haiku 5.5 vs GLM 5.3 Flash is one pair of models. The page below covers the whole families.

Questions

Is Claude Haiku 5.5 or GLM 5.3 Flash cheaper in llmwise?

Both are everyday models: each message comes from Pro's 60 a day, so they cost the same. Every paid plan's monthly allowance is shared by all models, so each count is the most you get if it all goes to that model.

Can I try Claude Haiku 5.5 and GLM 5.3 Flash for free?

Yes: both are in the free trial of 5 messages.

Which has the bigger context window, Claude Haiku 5.5 or GLM 5.3 Flash?

GLM 5.3 Flash: 1.05M tokens, against 1M tokens. A chat in llmwise holds up to 200k tokens, which fits in either, so the difference shows only through each maker's own API.

Can I use Claude Haiku 5.5 and GLM 5.3 Flash in the same chat?

Yes. Pick Claude Haiku 5.5 for one message and GLM 5.3 Flash for the next; the second sees the whole chat, including the first one's answer.

Which did better in your test runs, Claude Haiku 5.5 or GLM 5.3 Flash?

On the same 50 prompts, run on October 7, 2026, Claude Haiku 5.5 passed 45 and GLM 5.3 Flash passed 40. The table on this page has each job, and every reply is published.

Claude, GPT, Gemini, DeepSeek, Grok, Kimi, and GLM, in one chat.

See what a message costs before you send it. Free is 5 messages to try; sign in with an email link, no password or card.