GLM-5.1
Z.aiKey glm-5.1Also reported as z-ai/glm-5.1, zai/glm-5.1, ocg/glm-5.1, frank/glm-5.1, cr/glm-5.1, zai-org/glm-5.1, pro/zai-org/glm-5.1, glm/glm-5.1, opencode-go/glm-5.1, bbg/zai-org/glm-5.1, zhipu/glm-5.1, zhipuai/glm-5.1, zyloo/glm-5.1, z.ai/glm-5.1, ai-proxy/z.ai coding plan/glm-5.1
- Rank
- #170
- by active users
- Active users
- 5
- Down 3 from 8 active users in the previous 30 days. vs previous 30 days
- Adoption
- 0.5%
- of 958 accounts
- Tokens
- 112M
- cache included
- Est. cost
- $43
- at public list prices
- First seen
- Mar 27, 2026
- in any submission
Oct 14 – Nov 12, 2026 (UTC)958 accounts100% of tokens from an identified modelData through Nov 12, 2026, 01:19 UTCHow we count
Daily active users
Distinct accounts that used this model on each UTC day.
0 active users on Nov 12, 2026
Show daily values
| Date (UTC) | Active users | Tokens |
|---|---|---|
| Oct 14, 2026 | 1 | 1M |
| Oct 15, 2026 | 1 | 330K |
| Oct 16, 2026 | 2 | 668K |
| Oct 17, 2026 | 1 | 158K |
| Oct 18, 2026 | 1 | 7.1M |
| Oct 19, 2026 | 3 | 18.7M |
| Oct 20, 2026 | 3 | 19.5M |
| Oct 21, 2026 | 1 | 1.8M |
| Oct 22, 2026 | 2 | 247K |
| Oct 23, 2026 | 2 | 6.4M |
| Oct 24, 2026 | 0 | 0 |
| Oct 25, 2026 | 0 | 0 |
| Oct 26, 2026 | 1 | 6.1M |
| Oct 27, 2026 | 1 | 6.5M |
| Oct 28, 2026 | 1 | 3.2M |
| Oct 29, 2026 | 1 | 6.3M |
| Oct 30, 2026 | 1 | 7M |
| Oct 31, 2026 | 1 | 2M |
| Nov 1, 2026 | 0 | 0 |
| Nov 2, 2026 | 1 | 2.7M |
| Nov 3, 2026 | 1 | 932K |
| Nov 4, 2026 | 1 | 4M |
| Nov 5, 2026 | 1 | 2.4M |
| Nov 6, 2026 | 1 | 2.6M |
| Nov 7, 2026 | 0 | 0 |
| Nov 8, 2026 | 0 | 0 |
| Nov 9, 2026 | 1 | 1.9M |
| Nov 10, 2026 | 1 | 3.1M |
| Nov 11, 2026 | 1 | 7.2M |
| Nov 12, 2026 | 0 | 0 |
Token mix
How the 112M tokens split. Cache reads are usually most of an agent's tokens and are priced far below input.
- Input10%
- Output0.3%
- Cache read89%
- Cache write0%
- Reasoning0.6%
Agents that carry GLM-5.1
Each agent's share of this model's tokens, and how many accounts used the model through it.
Hermes Agent58% of this model's tokens1active users
OpenCode39% of this model's tokens3active users
Oh My Pi2.2% of this model's tokens1active users
Pi0.8% of this model's tokens1active users
Codex CLI<0.1% of this model's tokens1active users
Benchmarks
The best result for GLM-5.1 in each benchmark Tokscale tracks. Each benchmark has its own unit, run conditions and source, so compare a score only with other models on the same benchmark. Rank is among the models Tokscale matched in that benchmark.
- Epoch Capabilities IndexOverall · Epoch AI149.8
Epoch Capabilities Index: 149.8
- Model
- GLM-5.1
- Listed as
- GLM-5.1
- Conditions
- Not reported
- Interval
- 147.7–151.9
- Unit
- ECI
- Model released
- Apr 7, 2026
- Retrieved
- Oct 21, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Rank #61 of 160 matched modelsNo conditions reportedModel released Apr 7, 2026Source: epoch.ai (opens in a new tab) - WebDev ArenaWeb development · LMArena1,508
WebDev Arena: 1,508
- Model
- GLM-5.1
- Listed as
- GLM-5.1
- Conditions
- Not reported
- Interval
- 1501–1515
- Unit
- Arena score
- Published
- Oct 19, 2026
- Retrieved
- Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
Rank #52 of 110 matched modelsNo conditions reportedPublished Oct 19, 2026Source: huggingface.co (opens in a new tab) - GPQA DiamondReasoning · Epoch AI89.9%
GPQA Diamond: 89.9%
- Model
- GLM-5.1
- Listed as
- glm-5.1
- Conditions
- Not reported
- Unit
- % correct
- Run date
- Aug 10, 2026
- Retrieved
- Oct 21, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Rank #42 of 151 matched modelsNo conditions reportedRun date Aug 10, 2026Source: epoch.ai (opens in a new tab)Near its ceiling: the top score is 96.4%, and Epoch AI estimates the reachable maximum at 97%. Differences between top models are small.
- FrontierMath Tiers 1–3 (v2)Reasoning · Epoch AI36.8%
FrontierMath Tiers 1–3 (v2): 36.8%
- Model
- GLM-5.1
- Listed as
- glm-5.1
- Conditions
- Not reported
- Unit
- % solved
- Run date
- Aug 29, 2026
- Retrieved
- Oct 21, 2026
Best of 2 reported results for this model.
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Rank #60 of 86 matched modelsNo conditions reportedRun date Aug 29, 2026Source: epoch.ai (opens in a new tab)Near its ceiling: the top score is 93.7%, and Epoch AI estimates the reachable maximum at 95%. Differences between top models are small.
Show 1 more result with other run conditionsHide the other results
- Listed as glm-5.1_none24.9%
FrontierMath Tiers 1–3 (v2): 24.9%
- Model
- GLM-5.1
- Listed as
- glm-5.1_none
- Conditions
- No reasoning
- Unit
- % solved
- Run date
- Aug 28, 2026
- Retrieved
- Oct 21, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
- SimpleQA VerifiedKnowledge · Epoch AI34.0%
SimpleQA Verified: 34.0%
- Model
- GLM-5.1
- Listed as
- glm-5.1
- Conditions
- Not reported
- Unit
- % correct
- Run date
- Aug 27, 2026
- Retrieved
- Oct 21, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Rank #55 of 80 matched modelsNo conditions reportedRun date Aug 27, 2026Source: epoch.ai (opens in a new tab) - SWE-bench VerifiedHistory · Epoch AI74.2%
SWE-bench Verified: 74.2%
- Model
- GLM-5.1
- Listed as
- glm-5.1
- Conditions
- Not reported
- Unit
- % resolved
- Run date
- May 15, 2026
- Retrieved
- Oct 21, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Rank #16 of 32 matched modelsNo conditions reportedRun date May 15, 2026Source: epoch.ai (opens in a new tab)History only. Newer agentic coding benchmarks are on the main board.
Pricing
List prices from models.dev in US dollars per 1M tokens, retrieved Oct 21, 2026. Z.AI is the lab's own API and the reference price for the estimates below.
Price at real agent usageEstimate at list prices
What 1M tokens cost at the reference list price when they split into input, output and cache the way Tokscale users' agents used them. It is not what anyone paid.
- At this model's mix
- $0.41
- Est. per 1M tokens
89% cache reads - At the community mix
- $0.29
- Est. per 1M tokens
96% cache reads - 3:1 input/output blend
- $2.15
- Per 1M tokens at list prices
No cache
Cache reads were 89% of GLM-5.1 tokens in the last 30 days and 96% of all tokens. The 3:1 blend, (3 × input + output) ÷ 4, is the usual comparison and ignores cache.
Assumptions
- Z.AI list prices per 1M tokens: input $1.40, output $4.40, cache read $0.26, cache write $0.
- This model's mix is its own input, output, cache and reasoning tokens in the last 30 days.
- The community mix is the tokens of every identified model in the last 30 days.
- This is an estimate at list prices, not what anyone paid.
- Reasoning tokens are priced as output.
- Long-context tiers, batch pricing and discounts are not applied.
- Token mixes come from public Tokscale submissions. Hidden accounts are excluded.
List prices by provider
- Z.AIReference
glm-5.1$1.40 input per 1M tokens$4.40 output per 1M tokens$0.26 cache read per 1M tokens$0 cache write per 1M tokens200K tokens of context - OpenRouter
z-ai/glm-5.1$0.97 input per 1M tokens$3.04 output per 1M tokens$0.18 cache read per 1M tokensCache write not listed205K tokens of context - Vercel AI Gateway
zai/glm-5.1$1.40 input per 1M tokens$4.40 output per 1M tokens$0.26 cache read per 1M tokensCache write not listed203K tokens of context - Baseten
zai-org/GLM-5.1$1.30 input per 1M tokens$4.30 output per 1M tokens$0.26 cache read per 1M tokensCache write not listed203K tokens of context
Specs
From models.dev (MIT), retrieved Oct 21, 2026, as the lab or the first listed provider reports them. A dash means models.dev does not list the value.
- Context window
- 200K tokens
- Max output
- 131K tokens
- Input
- Text
- Output
- Text
- Knowledge cutoff
- — not listed
- Release date
- Apr 7, 2026
- Open weights
- Yes
- Reasoning
- Yes
- Tool calling
- Yes
Top public profiles
Public profiles that used GLM-5.1 most in this period, by tokens. Hidden accounts are never listed.
- 1
fathiraz arthuro@fathiraz64.6Mtokens$27est. cost22active days$27 est. cost · 22 active days
- 2
Rupreet Gujral@rupreetg41.4Mtokens$15est. cost4active days$15 est. cost · 4 active days
- 3
Nehr@AgileInnov8tor5.3Mtokens<$1est. cost2active days<$1 est. cost · 2 active days
- 4
Joscha Götzer@JosXa672Ktokens—est. cost2active daysno price · 2 active days
- 5
Casper@Casper01529tokens—est. cost1active daysno price · 1 active days
More from Z.ai
Other Z.ai models in the same period, by active users.
- GLM-5.3 Flash18% adoption170active users
- GLM-5.315% adoption139active users
- GLM-5.3 Flash Free8.9% adoption85active users
- GLM-5 3 Flash1.6% adoption15active users
- GLM-5.21.4% adoption13active users
- GLM-5 30.7% adoption7active users
Sources and attribution
Each score keeps its own source, unit and run conditions. Tokscale does not combine benchmarks into one score, and a missing score means the model was not evaluated, not that it scored zero.