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CostPerPrompt

GLM 5.3 API Pricing

Z.ai (GLM) · context window 1M · prices updated 2026-10-23

Input per 1M tokens
$0.079
Output per 1M tokens
$1.40
Cached input per 1M
$0.078
1% cheaper than fresh input

Where GLM 5.3 sits on price

At $1.40 per million output tokens, GLM 5.3 is a mid tier model — 1.5× cheaper than the median output price of $2.16, which puts it cheaper than 60% and pricier than 40% of the models we track. It sits 7th cheapest of the 18 Z.ai (GLM) models we track. Output costs 17.7× more than input here, so anything that makes the model write less — tighter instructions, structured output, lower max_tokens — moves the bill more than trimming the prompt.

Output tokens per $1
714,286
One full context fill
$0.0828
Cheaper than
60% of tracked models

Cached input is 1% cheaper. On an input-heavy workload you need roughly a 100% cache-hit rate to take 25% off the input line — reachable for chatbots and agents that resend the same system prompt and history.

What real workloads cost on GLM 5.3

These three workloads are the ones teams actually run on a mid-priced model — a $1.40/1M model is not bought for the same job as one ten times the price.

Workload Per request Per month
Support chatbot — 500 conversations/day (5K in / 1.4K out) Conversation history re-sent each turn — the classic prompt-caching win. $0.0024 $35.33
Document pipeline — 10K docs/day (3K in / 500 out) Batch-friendly: no user waiting, so a ~50% batch discount usually applies. $0.0009 $281
Long-context analysis — 200 runs/day (250K in / 4K out) Only possible on large-context models; input cost is nearly the whole bill. $0.0254 $152

Model your exact traffic in the API cost calculator — it preloads GLM 5.3 with caching and batch options.

GLM 5.3 price history

Z.ai (GLM) last cut GLM 5.3's output price on Oct 19, 2026 (-44% per output token), from $0.079/$2.50 to $0.079/$1.40 per 1M in/out. That is one of 21 repricings in the 63 days we have tracked it — worth knowing before you hard-code today's rate into a budget.

Date Input /1M Output /1M Output change
Aug 21, 2026 (tracking began) $1.40 $4.40 —
Sep 13, 2026 $1.09 $3.43 -22%
Sep 14, 2026 $1.40 $4.40 +28%
Sep 19, 2026 $0.91 $2.86 -35%
Sep 20, 2026 $0.896 $2.82 -2%
Sep 21, 2026 $0.91 $2.86 +2%
Sep 22, 2026 $0.84 $2.64 -8%
Sep 25, 2026 $1.40 $4.40 +67%
Sep 26, 2026 $0.3794 $1.19 -73%
Sep 27, 2026 $1.40 $4.40 +269%
Oct 1, 2026 $0.2219 $3.39 -23%
Oct 2, 2026 $1.40 $4.40 +30%
Oct 5, 2026 $0.05 $7.00 +59%
Oct 6, 2026 $0.07 $7.00 0%
Oct 8, 2026 $0.049 $3.39 -52%
Oct 9, 2026 $0.04 $4.80 +42%
Oct 10, 2026 $0.039 $4.80 0%
Oct 12, 2026 $0.079 $4.80 0%
Oct 15, 2026 $0.03 $4.80 0%
Oct 16, 2026 $0.079 $4.80 0%
Oct 18, 2026 $0.079 $2.50 -48%
Oct 19, 2026 $0.079 $1.40 -44%

Change-points from our daily price snapshots (tracking since Aug 21, 2026; intraday moves between snapshots are not captured).

GLM 5.3 vs DeepSeek V4 Flash 0731

The closest-priced alternative from another vendor is DeepSeek V4 Flash 0731 (DeepSeek) — 6% cheaper on output, with $0.361 more per million input tokens. When two models land this close on price, the decision is quality on your own workload, not the price sheet: run 50 real requests through both and compare.

See DeepSeek V4 Flash 0731 pricing →

Cheaper alternatives

More Z.ai (GLM) models

Frequently asked questions

› How much does the GLM 5.3 API cost?

GLM 5.3 costs $0.079 per million input tokens and $1.40 per million output tokens, with cached input at $0.078 per million (1% cheaper). That works out to roughly 714,286 output tokens per dollar.

› What does the support chatbot workload cost on GLM 5.3?

Support chatbot — 500 conversations/day (5K in / 1.4K out) costs about $0.0024 per request and $35.33 per month on GLM 5.3. Conversation history re-sent each turn — the classic prompt-caching win.

› What does it cost to fill GLM 5.3's 1M context window?

Sending 1M of input in a single request costs $0.0828 at $0.079 per million tokens — before any output. With prompt caching that same fill drops to about $0.0818 on repeat requests. This is why large context windows are cheap to advertise and expensive to actually use.

› Is GLM 5.3 worth the price?

GLM 5.3 sits in the middle of the market (7 of 18 by price within Z.ai (GLM)). The honest test is a routing experiment: send the same 200 real requests to this model and to a tier below, and compare failure rate against the price gap — most teams find a majority of traffic never needed the pricier model.