Head to head · October 2026

DeepSeek V4.1 Flash (1017) vs GLM-5.3-Flash

DeepSeek V4.1 Flash (1017) and GLM-5.3-Flash are within three points on the Models at Work leaderboard, which we treat as a tie (80 vs 79). GLM-5.3-Flash is about 2.2× cheaper per blended million tokens ($0.24 vs $0.52). On Artificial Analysis' independent Intelligence Index, DeepSeek V4.1 Flash (1017) leads 45 to 42.

Updated Oct 19, 2026 · every number links to who measured it
DeepSeek V4.1 Flash (1017) · DeepSeekGLM-5.3-Flash · Z.ai
Leaderboard rank#9#10
Score (0–100)8079
TierFast and cheapOpen weights
Price per 1M tokens$0.30 in · $1.20 out$0.15 in · $0.50 out
Context window1M1M
Open weightsYesYes
Artificial Analysis Intelligence Index4542
Arena Text score—1475 (rank 38)
Arena WebDev score—1609 (rank 26)
Best forCheap coding tiers, Bulk generation, Experiments where data residency is not a constraintCheap agentic coding execution, Bulk document and image processing, Self-hosted multimodal assistants

Compare source-qualified API rates and a monthly workload example before estimating your bill.

Choose DeepSeek V4.1 Flash (1017) if…

  • you need cheap coding tiers
  • you need bulk generation
  • you need experiments where data residency is not a constraint

Now measured: 45 on the Artificial Analysis index at 227 tokens/s and open weights, the fastest model near the top of the board.

Caveats: Weights are MIT-licensed on Hugging Face per DeepSeek; the 1017 snapshot's Terminal-Bench 4.0 figure is DeepSeek's own and is not counted. One independent index so far (Artificial Analysis 45, max setting); no Arena or Scale entry yet. Off-peak and peak pricing differ; the cheap numbers are off-peak. Read data-handling terms before enterprise use.

Choose GLM-5.3-Flash if…

  • you need cheap agentic coding execution
  • you need bulk document and image processing
  • you need self-hosted multimodal assistants

Probably the best price-to-intelligence ratio on the market: AA 42 for $0.15/$0.50, MIT-licensed, natively multimodal, 1M context. Not actually fast despite the name; treat it as a cheap executor behind a stronger planner.

Caveats: 'Too slow for execution, despite the name' on Z.ai's own hosting (~60 tok/s); third-party hosts vary. Users report less consistent output than full GLM-5.3; pair it with a planning model. 320B total params: self-hosting still needs a multi-GPU node.

What practitioners say

DeepSeek V4.1 Flash (1017): The 1,067-point HN thread on the earlier Flash release said the price is real and the coding gap to Opus is also real; nothing newer read this run, so sentiment is unscored.

GLM-5.3-Flash: A month-long HN diary ('One month coding with GLM 5.3 Flash', 233 points) spent $68 total; commenters agreed 'a month of agentic coding for $68 is the headline'. The working pattern is 'GLM-5.3 to write the plan, Flash to implement', with one user noting that given an unambiguous plan 'GLM 5.3 Flash executes it just fine'. Negatives: 'too slow for execution, despite the name' on Z.ai hosting, and the full model is 'way more consistent'.

Questions people ask

Which is better, DeepSeek V4.1 Flash (1017) or GLM-5.3-Flash?

DeepSeek V4.1 Flash (1017) and GLM-5.3-Flash are within three points on the Models at Work leaderboard, which we treat as a tie (80 vs 79). GLM-5.3-Flash is about 2.2× cheaper per blended million tokens ($0.24 vs $0.52). On Artificial Analysis' independent Intelligence Index, DeepSeek V4.1 Flash (1017) leads 45 to 42.

When should I choose DeepSeek V4.1 Flash (1017) over GLM-5.3-Flash?

Choose DeepSeek V4.1 Flash (1017) for cheap coding tiers, bulk generation, experiments where data residency is not a constraint. Now measured: 45 on the Artificial Analysis index at 227 tokens/s and open weights, the fastest model near the top of the board.

When should I choose GLM-5.3-Flash over DeepSeek V4.1 Flash (1017)?

Choose GLM-5.3-Flash for cheap agentic coding execution, bulk document and image processing, self-hosted multimodal assistants. Probably the best price-to-intelligence ratio on the market: AA 42 for $0.15/$0.50, MIT-licensed, natively multimodal, 1M context. Not actually fast despite the name; treat it as a cheap executor behind a stronger planner.

Which is cheaper, DeepSeek V4.1 Flash (1017) or GLM-5.3-Flash?

DeepSeek V4.1 Flash (1017) costs $0.30 per million input tokens and $1.20 per million output tokens on DeepSeek's list price (DeepSeek API pricing, read Oct 19, 2026). GLM-5.3-Flash costs $0.15 per million input tokens and $0.50 per million output tokens on Z.ai's list price (Z.ai Pricing, read Oct 19, 2026).

Scores come from the Models at Work leaderboard: Score is 0 to 100 and computed, not typed: 55% independent evals (Artificial Analysis, Arena, Scale SEAL, Epoch, each scaled against its natural floor and the best score in this table, then averaged), 15% blended price on a fixed log scale ($0.05 per million is 100, $60 is 0), 15% practitioner sentiment from Signals and community threads, 15% operational fit (context window, open weights). A missing component drops out and the rest are reweighted. A model with no independent eval yet is provisional and ranks below every measured one. Within three points is a tie. Vendor-published figures are labelled and never counted. Prices are vendor list prices where published; blended figures assume three input tokens per output token.