Compare / Mercury 3 vs GLM-5.3

Mercury 3 vs GLM-5.3

Which is cheaper, which is more capable, and which does better at each kind of work, from 14 results on 2 sources that measured both models.

InceptionMercury 3 Released 19 Oct 2026 · $0.20 in · $0.70 out
Z.aiGLM-5.3 Released 14 Aug 2026 · $1.40 in · $4.40 out
Mercury 3 wins 112 too close to callGLM-5.3 wins 1

Of the 14 results both models have, the better value on each. Results whose reported ranges overlap are too close to call.

Results as of 20 October 2026 (catalogue release 2026-10-20-96eb40c3ec63).

Mercury 3 or GLM-5.3? The short answer

They score about the same, so pick Mercury 3: it costs 8.0 times less per game of bullet chess on BulletBench.

  • Spring Prompt overall: Mercury 3 39, GLM-5.3 36 (out of 100; how the score works).
  • Mercury 3 is cheaper to run: $0.002 against $0.016 per game of bullet chess on BulletBench (8.0 times less).
  • Mercury 3 is newer: released 19 Oct 2026, against 14 Aug 2026 for GLM-5.3.
  • On our own benchmarks, on the results both models have: Mercury 3 does better for marketing planning and speed under pressure.

Head to head

39
Spring Prompt overall
36
$0.33
Price per million tokens, blendedlower is better
$2.15
1,000,000
Context window, tokens
1,048,576

Every fact side by side

Mercury 3GLM-5.3
Price per million tokens$0.20 in · $0.70 out$1.40 in · $4.40 out
Blended (3 in : 1 out)$0.33$2.15
Cheapest host, blended–$0.65 (Novita, FP8)
Cost per game of bullet chess (BulletBench)$0.002$0.016
Cached input, per million$0.020 cached input$0.26 cached input
Intelligence Index–44.8
Spring Prompt overall3936
Output speed, tokens a second–87
Context window1,000,000 tokens1,048,576 tokens
Released19 Oct 2026 (newer)14 Aug 2026
WeightsClosedOpen
Developer based inthe USChina

Prices are the developer's list price where we have read it, otherwise the typical host on OpenRouter; see every model's price. Intelligence and speed from Artificial Analysis.

Which is better for what

Each model's rank among the models on sale today, for each kind of work, from our own benchmarks and licensed sources. Further right is better; the better rank is in green.

Decks from an analysisTurning a finished analysis into a deck you could present as it is 18 of 24 not measured
User surveysPlanning a user survey and reading its results without being misled 9 of 13 not measured
Marketing planningPlanning a year of ad spend without overspending 18 of 24 21 of 24
Agents and tool useMulti-step tasks with tools: support desks, coding agents, function calls not measured 13 of 168
Professional workReal tasks from banking, consulting and law, business documents and freelance projects not measured 15 of 51
Reasoning and knowledgeHard questions across science, maths and general knowledge not measured 29 of 202
WritingWhat people prefer in blind comparisons, and judged writing quality not measured 24 of 189
Sticking to the factsSummarising without inventing things, and factual answers not measured 54 of 153
Speed under pressureGood decisions against a real clock (fast chess) 10 of 27 25 of 27

From our research

Every shared result

Each model's best result on every measure both have, grouped by benchmark, with the setting that produced it. Under each measure, every model that benchmark has measured is a grey tick, best to the right, so you can see where the two sit in the field. The headline measures of each benchmark come first; the rest are under "Show all". Green marks the better value; where a source reports ranges that overlap, neither is marked.

MeasureMercury 3GLM-5.3
BulletBench measured by Spring Prompt · 3 results
Cost per game · Bullet 60sUS dollars, lower is better 7 · 22 of 32 measured $0.0020no reasoning $0.0156
Ladder Elo · Bullet 60sladder Elo, higher is better 15 · 29 of 32 measured 491no reasoning 33
Games lost on time · Bullet 60s% of games, lower is better 1 · 28 of 32 measured 0.0%no reasoning 83.3%low reasoning
ROASBench measured by Spring Prompt · 3 results
Overall scorescore out of 100, higher is better 18 · 21 of 24 measured 26.1 24.8
Audience scorescore out of 100, higher is better 21 · 17 of 24 measured 43.2 51.0
Business scorescore out of 100, higher is better 18 · 21 of 24 measured 17.6 12.9
Show all 14 results (8 more)
MeasureMercury 3GLM-5.3
BulletBench measured by Spring Prompt · 2 results
Invalid moves · Bullet 60s% of moves, lower is better 1 · 1 of 32 measured 0.0%low reasoning 0.0%
Median move time · Bullet 60smilliseconds, lower is better 3 · 23 of 32 measured 0.4 sno reasoning 1.6 slow reasoning
ROASBench measured by Spring Prompt · 6 results
Consistency scorescore out of 100, higher is better 19 · 20 of 24 measured 15.1 14.8
Contribution profitsimulated US dollars, higher is better 18 · 22 of 24 measured $104,868 $9,718
Cost of a runUS dollars, lower is better 6 · 9 of 24 measured $0.0533 $0.13
Months over budgetmonths of 12, lower is better 1 · 1 of 24 measured 0 0
Planning scorescore out of 100, higher is better 23 · 24 of 24 measured 53.8 51.7
Return on ad spendprofit per $1 spent, higher is better 18 · 22 of 24 measured $0.10 $0.01

Quick answers

Is Mercury 3 better than GLM-5.3?

They score about the same, so pick Mercury 3: it costs 8.0 times less per game of bullet chess on BulletBench.

Which is cheaper, Mercury 3 or GLM-5.3?

Mercury 3 is cheaper to run: $0.002 against $0.016 per game of bullet chess on BulletBench (8.0 times less).

Which is better for marketing planning, Mercury 3 or GLM-5.3?

Mercury 3 ranks 18 of 24 models on sale for planning a year of ad spend without overspending, against 21 for GLM-5.3.

Which is better for speed under pressure, Mercury 3 or GLM-5.3?

Mercury 3 ranks 10 of 27 models on sale for good decisions against a real clock (fast chess), against 25 for GLM-5.3.

Which has the bigger context window, Mercury 3 or GLM-5.3?

GLM-5.3: 1,048,576 tokens, against 1,000,000 for Mercury 3.

Run Mercury 3 and GLM-5.3 on your own prompt

Benchmarks aren't your data. Try both side by side in the playground, with the cost of every answer.